• CS 61B - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lecture Videos
• CS 97SI - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures and Assignments
• CS 224 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lecture Videos
• Assignments
• CS 261 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 473/573 - Champaign* <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lecture Notes
• Labs and Exams
• CS 2150 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• Assignments
• CSCI 104 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> *University of Southern California (USC)*
• Lectures
• Labs
• Assignments
• Additional Resources
• CSE 373 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lecture Videos
• Dan Gusfield - first search, string matching, dynamic programming, NP-completeness, approximation, and randomization.
• 6.INT - cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Handouts
• Topics Covered
• Lecture Videos
• Assignments
• Readings
• Resources
• Old Exams
• Lecture Videos
• Lecture Notes
• Assignments
• Resources
• Old Exams
• 6.851 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Advanced Algorithms
• Lectures
• Assignments
• NB
• Lecture Notes
• Assignments
• Readings
• Resources
• 15-451/651 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• 16s-4102 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />

CS Theory

• CIS 500 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 103 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Textbook
• CS 276 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 278 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lecture videos
• CS 4810 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CS 6810 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CSCE 3193 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Syllabus
• Notes
• Assignments
• Practice Exams
• 6.045 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lecture Notes
• Lecture Videos

Introduction to CS

• CS 10 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• edX
• here
• Lecture Videos
• Lecture Resources by Type
• Lecture Resources by Topic
• Additional Resources
• Practice Problems
• Extra Lectures
• CS 61AS - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lecture Videos
• Assignments and Notes
• CS 101 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 106A - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• All materials in a zip file
• CS 106B - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• All materials in a zip file
• CS 107 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 1130 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CS 1133 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• Professor Matthew Flatt
• CS 4302 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CSCE 2004 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Notes
• Assignments
• CSCI E-1
• Syllabus
• Notes / Recaps
• Assignments
• Lectures and Other resources
• Lectures
• Textbook - pdf))
• IDE
• 6.005 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />

Introduction to CS

• Lectures
• CS20si - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• COMS 4771 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Tony Jebara
• Lectures and Assignments
• CS 109 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures
• Slides
• Labs and Assignments
• 2014 Lectures
• 2013 Lectures
• CS 156 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures
• Homework
• Textbook
• CS 189 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 224d - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Syllabus
• CS 229r - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures - iUyf))
• Assignments
• Lecture Notes
• CS 395T - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />
• Lectures and Assignments
• CVX 101 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures and Assignments
• Yann Lecun
• EECS E6893 & EECS E6895 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Dr. Ching-Yung Lin
• EECS E6894 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Readings
• Assignments
• Lectures
• Book
• Assignments
• Fast.ai Introduction to Machine Learning for Coders - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lecture Videos
• Lecture Notes
• Jupyter Notebooks
• Lecture Videos
• Previous Years coursepage
• Machine Learning: 2014-2015 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />
• Torch - propagation, convolutional neural networks, max-margin learning, siamese networks, recurrent neural networks, LSTMs, hand-writing with recurrent neural networks, variational autoencoders and image generation and reinforcement learning
• StatLearning - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" />
• An Introduction to Statistical Learning, with Applications in R
• 10-601 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" />
• Lectures
• Project Ideas and Datasets
• 10-708 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lecture Videos
• Assignments
• CS276 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• 11-785 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CS246 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lecture Videos
• Assignments
• Practical_RL - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• UvA DEEP LEARNING - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />

Introduction to CS

• CIS 4930 / CIS 5930 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• W. Owen Redwood
• Lectures and Videos
• Assignments
• CS 155 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CS 161 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 259 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CS 261 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CSCI 4976 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />
• EECS 588 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• J. Alex Halderman - fc12.pdf) and [over](https://jhalderm.com/pub/papers/ivoting-ccs14.pdf) [seas](https://jhalderm.com/pub/papers/evm-ccs10.pdf).
• Readings
• CS 5430 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• CSCI 4968 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />
• RPISEC
• Rensselaer Polytechnic Institute
• Lectures Notes
• Labs
• Practical Malware Analysis
• Lectures Notes
• Labs
• Projects
• 6.857 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lecture Notes
• References
• 6.858 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="" width="20" height="20" alt="Readings" title="Readings" />
• James Mickens
• Video Lectures and Labs
• Quizzes
• Readings
• Final Projects
• 18-636 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />

Introduction to CS

• Projects
• Exams
• CS 4700 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Syllabus
• 6.868J - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Marvin Minsky - sense theories of learning.
• Lectures
• Assignments
• Readings

Introduction to CS

• CAP 5415 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />
• Lectures and Videos
• Assignments
• CIS 581 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• Assignments
• CMU 462 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures and Readings
• Assignments and Quizes
• CS 378 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• CS 4620 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" />
• CS 4670 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Assignments
• Lectures
• CS 6670 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Syllabus
• Assignments
• CSCI 1230 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• Labs
• Demos
• CSCI-GA.2270-001 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" />

Misc

• AM 207 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" />
• Lecture Videos
• Assignments
• Lecture Notes
• CS 75 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Ming Y. Chow
• Text Lectures
• Assignments
• Labs
• CS 50 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Assignments
• Lecture Videos
• CS 100 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Assignments
• CS 108 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 168 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 193a - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• here
• here
• CS 193p - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Programming Abstractions
• Updated courses for iOS8 - Swift
• Updated courses for iOS9 - Swift
• CS 223A - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 262a - cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 294 - edge Web Technologies** *Berkeley* <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 411 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" />
• CS 3152 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CS 4152 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CS 4154 - driven Game Design** *Cornell University* <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CS 4812 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CS 4860 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• www.nuprl.org
• Syllabus
• CS 5150 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures
• Assignments
• CS 5220 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures
• Assignments
• CS 5540 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Syllabus
• Lectures
• Assignments
• CS 5724 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• CS 6452 - cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Syllabus
• CS 6630 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Lectures
• CS 6640 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• CS 6650 - cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CS 6840 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments"/> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• CSE 154 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Lectures
• Assignments
• ESM 296-4F - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• James Frew - best/), and [Lisa Wedding](http://www.centerforoceansolutions.org/team/lisa-wedding)
• ICS 314 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" />
• Philip Johnson
• "Athletic Software Engineering" pedagogy
• Readings
• Experiences
• Assessments
• IGME 582 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• I485 / H400 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Luis Rocha - disciplinary field algorithms inspired by naturally occurring phenomenon. This course provides introduces the following areas: L-systems, Cellular Automata, Emergence, Genetic Algorithms, Swarm Intelligence and Artificial Immune Systems. It's aim is to cover the fundamentals and enable readers to build up a proficiency in applying various algorithms to real-world problems.
• Open Sourced Elective: Database and Rails - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Videos
• SCICOMP - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" />
• Oliver Serang - down, starting with a problem and then deriving a variety of solutions from scratch.
• Lecture videos on Youtube - bremen.de/ml/index.php?option=com_content&view=article&id=233)
• 14-740 - cdn.github.com/images/icons/emoji/unicode/1f4f9.png" width="20" height="20" alt="Lecture Videos" title="Lecture Videos" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4da.png" width="20" height="20" alt="Readings" title="Readings" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />

Misc

• STAT 340 - cdn.github.com/images/icons/emoji/unicode/1f4bb.png" width="20" height="20" alt="Assignments" title="Assignments" /> <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f4dd.png" width="20" height="20" alt="Lecture Notes" title="Lecture Notes" />
• Syllabus

Misc

• UFLDL Tutorial 1
• UFLDL Tutorial 2
• Deep Learning from the Bottom up
• Theano Tutorial
• Neural Networks for Matlab
• Torch7 Tutorials
• The Best Machine Learning Tutorials On The Web
• TensorFlow tutorials
• More TensorFlow tutorials
• TensorFlow Python Notebooks
• Keras and Lasagne Deep Learning Tutorials
• Classification on raw time series in TensorFlow with a LSTM RNN
• TensorFlow-World
• Deep Learning with Python
• Grokking Deep Learning
• Deep Learning for Search
• Keras Tutorial: Content Based Image Retrieval Using a Convolutional Denoising Autoencoder
• Pytorch Tutorial by Yunjey Choi
• Hardware for AI: Understanding computer hardware & build your own computer
• Programming Community Curated Resources
• Named Entity Recognition using Reformers
• Deep N-Gram Models on Shakespeare’s works
• Wide Residual Networks
• Fashion MNIST using Flax
• Fake News Classification (with streamlit deployment)
• Regression Analysis for Primary Biliary Cirrhosis
• Cross Matching Methods for Astronomical Catalogs
• Named Entity Recognition using BiDirectional LSTMs
• Image Recognition App using Tflite and Flutter

Misc

• AWX - (label: Good First Issue)\_ <br> AWX provides a web-based user interface, REST API, and task engine built on top of Ansible. It is one of the upstream projects for Red Hat Ansible Automation Platform.
• Exosphere

Misc

• Axum - (label: Good First Issue)\_ <br> Ergonomic and modular web framework built with Tokio, Tower, and Hyper

Misc

• Neovim - first-issue)_ <br> Vim-fork focado em extensibilidade e agilidade.
• Profanity - first-issue)_ <br> Ncurses XMPP chat client.

Misc

• Cake - first-issue)_ <br> Cake (C# Make) é um sistema de automação de compilação livre e de código aberto, multiplataforma, com uma DSL em C# para tarefas como compilar código, copiar arquivos e pastas, executar testes unitários, compactar arquivos e criar pacotes NuGet.
• grok.net - first-issue)_ <br> Implementação grok cross-platform em .NET.
• OpenRA
• osu! - first-issue)_ <br>Jogo de música. O ritmo está a apenas um clique de distância!
• Uno Platform - first-issue)_ <br> Projeto de código aberto para criar aplicativos C# e XAML de única fonte que são executados nativamente no iOS, Android, macOS, Linux e Web via WebAssembly.

Misc

• electron - first-issue)_ <br> Construa aplicativos de desktop multiplataforma com JavaScript, HTML e CSS.
• Godot Engine
• MoveIt - first-issue)_ <br> Plataforma de manipulação robótica de código aberto fácil de usar para desenvolver aplicações comerciais, prototipar designs e avaliar algoritmos.
• projectM - first-issue)_ <br> Uma biblioteca visualizadora de música usando OpenGL e GLSL. Possui aplicações usando Qt5, SDL, emscripten, iTunes, Kodi.
• Roc Toolkit - wanted)_ <br> Um conjunto de ferramentas para streaming de áudio em tempo real pela rede.
• tensorflow - welcome)_ <br> Computação usando grafos de fluxo de dados para aprendizado de máquina escalável.
• Yugabyte DB - first-issue)_ <br> Banco de dados distribuído SQL.

Misc

• Alda - hanging-fruit)_ <br> Uma linguagem de programação musical para músicos. 🎶

Misc

• LightTable - first-issue)_ <br> O editor de código da próxima geração! Um dos projetos mais financiados no KickStarter.

Misc

• dart.dev
• flutter - fonte.

Misc

• Ecto
• Elixir

Misc

• containerd
• Docker/CLI
• Helm - first-issue)_ <br> O Gerenciador de Pacotes do Kubernetes
• httpexpect - wanted)_ <br> Teste de ponta a ponta HTTP e REST API para Go.
• Hugo
• Killgrave - first-issue) <br> Maneira simples de gerar servidores mock em Go.
• Kubernetes - first-issue)_ <br> Sistema de Gerenciamento e Agendamento de Contêineres em Ambientes de Produção
• lxd
• Mattermost
• Meshery - first-issue)_ <br> <br> Meshery, o plano de gerenciamento de malha de serviços.
• Moby
• PureLB
• script - first-issue)_ <br> Uma biblioteca Go para fazer tarefas do tipo que scripts de shell são bons: ler arquivos, executar subprocessos, contar linhas, encontrar strings, etc. Iniciantes são muito bem-vindos e receberão uma revisão de código detalhada e ajuda durante o processo de pull request.
• Terraform - first-issue)_ <br> Uma ferramenta para construir, alterar e versionar infraestrutura com segurança e eficiência.
• TiDB - new-contributors)_ <br> Um banco de dados distribuído escalável híbrido de processamento transacional e analítico (HTAP).

Misc

• Hasura GraphQL Engine

Misc

• appsmith - first-issue)_ <br> Construtor de ferramentas internas de arrastar e soltar.
• Codename One - first-issue)_ <br> Estrutura de desenvolvimento de aplicativos móveis multiplataforma para desenvolvedores Java.
• elasticsearch - first-issue)_ Motor de busca distribuído, RESTful e de código aberto.
• Images-to-PDF - first-issue)_ <br> Um aplicativo Android para converter imagens em arquivo PDF.
• JabRef - first-issue)_ <br> Aplicativo de desktop para gerenciar referências literárias usando recursos modernos do Java, incluindo JavaFX. Dedicado à qualidade do código e feedback construtivo: cada pull request é revisado por dois desenvolvedores para fornecer feedback de alta qualidade e garantir alta qualidade nas novas contribuições.
• OpenMetadata
• SirixDB - first-issue)_ <br> SirixDB é um banco de dados NoSQL evolutivo e versionado (XML e JSON) escrito (em grande parte) em Java. Ele armazena snapshots compactos durante commits com muitos conceitos emprestados do ZFS e Git. Cada revisão é indexada e o banco de dados pode ser consultado com consultas temporais. É especialmente adequado para hardware moderno.
• Strongbox - first-issue)_ <br> Strongbox é um gerenciador de repositórios de artefatos escrito em Java.
• TEAMMATES - first-issue)_ <br> TEAMMATES é uma ferramenta online gratuita para gerenciar avaliações entre colegas e outros caminhos de feedback de seus alunos.
• Trino (formerly Presto SQL) - first-issue)_ <br> Um mecanismo distribuído de consulta SQL para big data. Peça orientação no Slack do projeto.
• Wikimedia Commons Android App - first-issue)_ <br> Permite aos usuários fazer upload de fotos de seus telefones/tablets Android para o Wikimedia Commons.
• XWiki
• zerocode - first-issue)_ <br> Automação de API sem codificação, assertivas fáceis de resposta JSON, teste de APIs REST, SOAP, Kafka e Java/DB, amigável ao CI/Jenkins.

Misc

• altair - first-issue)_ <br> Um cliente GraphQL bonito e rico em recursos para todas as plataformas.
• Ancient Beast
• AVA - for-beginner)_ <br> Test runner futurista.
• Babel - first-issue)_ <br> Um compilador para escrever JavaScript da próxima geração.
• Binari - for-grabs)_ <br> Editor de código interativo com uma visualização de árvore binária ao vivo projetada para ensinar novos desenvolvedores os fundamentos da programação dinâmica.
• Botpress - friendly)_ <br> A única maneira sensata de construir ótimos bots.
• Brave Browser - first-issue)_ <br> Navegador de desktop para macOS, Windows e Linux.
• cdnjs - first-issue)_ <br> A melhor CDN de recursos de front-end de software livre.
• Check It Out - first-issue)_ <br> Check It Out é uma CLI semelhante ao ncurses que permite ao usuário navegar e selecionar interativamente um branch do git para fazer checkout.
• Create React App - first-issue)_ <br> Crie aplicativos React sem configuração de compilação.
• cypress
• Ember.js - for-New-Contributors)_ <br> <br> Um framework JavaScript para criar aplicativos web ambiciosos.
• Ember.js Data - for-New-Contributors)_ <br> Uma biblioteca de persistência de dados para o Ember.js.
• ESLint - first-issue)_ <br> Uma ferramenta totalmente plugável para identificar e relatar padrões em JavaScript.
• eslint-plugin-unicorn - for-beginner)_ <br> Regras incríveis do ESLint.
• Fastify - first-issue)_ <br> Regras incríveis do ESLint.
• freeCodeCamp - timers-only)_ <br> Currículo e código aberto. Aprenda a programar e ajude organizações sem fins lucrativos.
• Gatsby.js - first-issue)_ <br> Construa aplicativos e sites modernos e extremamente rápidos com React.
• Ghost - first-issue)_ <br> Apenas uma plataforma de blogs.
• Habitica - first-issue)_ <br> Habitica é um gerenciador de tarefas gamificado, webapp e aplicativo para android/ios, com uma atmosfera realmente maravilhosa. Orientações para contribuir estão aqui (pilha mongo, express, vue, node para webapp).
• Hoppscotch - first-issue)_ <br> A free, fast and beautiful API request builder.
• Hyper - first-issue)_ <br> JS/HTML/CSS Terminal
• iD - first-issue)_ <br> The easy-to-use OpenStreetMap editor in JavaScript.
• Jest - first-issue)_ <br> A complete and easy to set up JavaScript testing solution.
• json-editor - first-issue)_ <br> JSON Schema Based Editor. JSON Editor takes a JSON Schema and uses it to generate an HTML form. It has full support for JSON Schema version 3 and 4 and can integrate with several popular CSS frameworks (bootstrap, spectre, tailwind).
• Kap - first-issue)_ <br> An open-source screen recorder built with web technology
• Kinto.js - pick)_ <br> An offline-first JavaScript client leveraging the Kinto API for remote data synchronization.
• Leaflet - first-issue)_ <br> JavaScript library for mobile-friendly interactive maps.
• Letra Extension - first-issue)_ <br> Passively learn a new language every time you open a new tab.
• material-ui - first-issue)_ <br> React components for faster and easier web development. Build your own design system, or start with Material Design.
• md-page - first-issue)_ <br> Create a webpage with just markdown.
• Meteor - first-issue)_ <br> Meteor is an ultra-simple environment for building modern web applications.
• Mocha - first-issue)_ <br> Javascript test framework for Node.js and the browser.
• Moment.js - For-Grabs)_ <br> A lightweight JavaScript date library for parsing, validating, manipulating, and formatting dates.
• name-suggestion-index - first-issue)_ <br> Canonical common brand names for OpenStreetMap
• NativeScript - first-issue)_ <br> NativeScript is an open source framework for building truly native mobile apps with JavaScript. Use web skills, like Angular and Vue.js, FlexBox and CSS, and get native UI and performance on iOS and Android.
• netlify-cms - first-issue)_ <br> Open source content management for your git workflow.
• Next.js - first-issue)_ <br> A minimalistic framework for universal server-rendered React applications
• Node.js core - first-issue)_ <br> JavaScript runtime built on Chrome's V8 JavaScript engine
• nuclear - first-issue)_ <br> Multiplatform music player that streams from free sources.
• p5.js - first-issue)_ <br> p5.js is a client-side JS platform that empowers artists, designers, students, and anyone to learn to code and express themselves creatively on the web.
• pixi.js
• PouchDB - wanted)_ <br> PouchDB is a pocket-sized database.
• Predator - first-issue)_ <br> A powerful open-source platform for load testing APIs.
• ramda-adjunct - wanted)_ <br> Ramda Adjunct is the most popular and most comprehensive set of functional utilities for use with Ramda, providing a variety of useful, well tested functions with excellent documentation.
• React - first-issue)_ <br> A declarative, efficient, and flexible JavaScript library for building user interfaces.
• React Help Create - timers-only)_ <br> This command line helps you create components, pages and even redux implementation for your react project.
• React Native - first-issue)_ <br> A framework for building native apps with React.
• React server - first-contribution)_ <br> React framework with server render for blazing fast page load and seamless transitions between pages in the browser.
• React-content-loader - first-issue)_ <br> Tool to create your own react-content-loader easily.
• ReactiveSearch - first-issue-:wave:)_ <br> A UI components library for Elasticsearch: Available for React, Vue and React Native.
• reactjs.org - first-issue)_ <br> The documenation website for reactjs
• Reddit Enhancement Suite - wanted)_ <br> A browser extension to enhance the Reddit browsing experience.
• Semantic-UI-React - first-issue)_ <br> The official React integration for Semantic UI.
• serverless - first-issue)_ <br> The Serverless Framework
• SimplQ - first-issue)_ <br> Free online queue manager for easy and instant crowd control.
• SirixDB - first-issue)_ <br> A Svelte/Sapper based web front-end for SirixDB, which is a versioned NoSQL document store (XML and JSON) written in Java.
• stryker
• Superalgos - Token.
• Svelte - first-issue)_ <br> Component framework that runs at build time, converting your components into highly efficient imperative code that surgically updates the DOM.
• swag-for-dev - first-issue)_ <br> Swag opportunities for developers.
• Tessel 2 CLI - starter)_ <br> Command line interface to Tessel 2.
• Time to Leave - first-issue)_ <br> Working hours time tracker app based on Electron and Javascript.
• Vest - first-issue)_ <br> Validations framework inspired by unit testing frameworks.
• Video Hub App - first-issue)_ <br> Angular & Electron app for browsing and searching videos on your PC.
• Video.js
• Vue CLI - first-issue)_ <br> Standard Tooling for Vue.js Development
• Vue Router - first-issue)_ <br> The official router for Vue.js.
• Vue.js - first-issue)_ <br> The Progressive JavaScript Framework.
• VuePress - first-issue)_ <br> Minimalistic Vue-powered static site generator
• webdriver.io - timers-only)_ <br> Next-gen browser and mobile automation test framework for Node.js
• Yarn - first-issue)_ <br> Fast, reliable, and secure dependency management.

Misc

• Atrium - first-issue)_ <br> Multiplatform assertion library for Kotlin
• Hexagon - wanted)_ <br> A microservices toolkit written in Kotlin
• Kotlin Libraries Playground - first-issue)_ <br> A playground to gain a wider and deeper knowledge of the libraries in the Kotlin ecosystem. Also the official sample for gradle refreshVersions.

Misc

• Julia Language: Good first issue - first-issue)_ <br> "Move like Python, Run like C" - A fresh approach to technical computing!

Misc

• Algorithmic Pseudocode - first-issue)_ <br> A collection of language independent pseudocodes (pdf) for interview preparation and competitive programming.

Misc

• tldr-pages - wanted)_ <br> Collaborative cheatsheets for console commands.

Misc

• Legerity
• Legerity for Uno Platform
• MvvmCross - timers-only)_ <br> O framework MVVM para soluções cross-platform em .NET, incluindo Xamarin.iOS, Xamarin.Android, Windows e Mac.
• RawCMS - first-issue)_ <br> RawCMS é um CMS sem interface gráfica escrito em ASP.NET Core, construído para desenvolvedores que adotam a tecnologia API-first.
• Shouldly - In)_ <br> Testes Should para .NET - a maneira como as asserções devem ser!

Misc

• Ravada - first-issue)_ <br> Remote Virtual Desktops Manager.

Misc

• Appwrite - first-issue)_ <br> An End-to-end backend server for frontend and mobile developers. 🚀
• Deployer - for-beginner)_ <br> A deployment tool written in PHP with support for popular frameworks out of the box.
• Flarum - first-issue)_ <br> Simple forum software for building great communities.
• Laravel Newsletters - first-issue)_ <br> A package that provides an easy way to integrate MailChimp with Laravel 5.
• Matomo - wanted)_ <br> Matomo is the leading Free/Libre open analytics platform.
• MediaWiki - source wiki software package that powers Wikipedia.
• NextCloud Server - first-issue)_ <br> Nextcloud server, a safe home for all your data.
• OrgManager - only)_ <br> Supercharge your GitHub organizations!
• PHP Censor - for-beginner)_ <br> Open source self-hosted continuous integration server for PHP projects.
• phpMyAdmin
• PrestaShop - first-issue)_ <br> The open source ecommerce solution to start your online business and start selling online.
• Symfony - first-issue)_ <br> Symfony is a PHP framework for web applications and a set of reusable PHP components.

Misc

• Ansible
• ArviZ
• Bokeh - first-issue)_ <br> Bokeh is an interactive visualization library for modern web browsers.
• BorgBackup
• CiviWiki - first-issue)_ <br> Building a Better Democracy for the Internet Age
• coala - line interface for linting and fixing all your code, regardless of the programming languages you use.
• Colossal-AI - source deep learning system for large-scale model training and inference with high efficiency and low cost.
• cookiecutter - line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
• Create aio app - first-issue)_ <br> A command line utility that creates the aiohttp template with the best practices.
• datascience - first-issue)_ <br> A Jupyter notebook Python library for introductory data science.
• django cookiecutter
• Fabric - hanging-fruit)_ <br> Pythonic remote execution and deployment.
• H2O Wave
• jarvis
• JARVIS-on-Messenger - Hanging-Fruit)_ <br> 💬 A community-driven python bot that aims to be as simple as possible to serve humans with their everyday tasks http://m.me/J.A.R.V.I.S.on.Messenger
• Jupyter notebook - first-issue)_ <br> Jupyter interactive notebook.
• Kinto - pick)_ <br> A lightweight JSON storage service with synchronisation and sharing abilities.
• Kinto.sh - timers-only)_ <br> Make Linux & Windows type like a mac.
• Mailpile - Hanging-Fruit)_ <br> A free & open modern, fast email client with user-friendly encryption and privacy features
• matplotlib - first-issue)_ <br> Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python.
• MindsDB - first-issue)_ <br> MindsDB is an open source AI layer for existing databases.
• mitmproxy - wanted)_ <br> An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers
• mygpo - issue)_ <br> The webservice for gpodder.net, a libre web service that allows users to manage their podcast subscriptions and discover new content.
• mypy - first-issue)_ <br> An optional static typing for python.
• opsdroid - first-issue)_ <br> An open source chat-ops bot framework.
• pandas - first-issue)_ <br> Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
• Pytest - easy)_ <br> The pytest framework makes it easy to write small tests, yet scales to support complex functional testing.
• Python Babel
• pythonping
• Pytorch - first-issue)_ <br> PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing.
• SaltStack - first-issue)_ <br> Software to automate the management and configuration of any infrastructure or application at scale.
• scikit-learn - first-issue)_ <br> Scikit-learn is a machine learning library for Python.
• scrapy - first-issue)_ <br> A fast high-level web crawling & scraping framework for Python.
• Sorting-Algorithms-Visualizer - first-issue)_ <br> A tool for visualizing sorting algorithms with a educational Wiki Page.
• SymPy - to-Fix)_ <br> A Python library for symbolic mathematics.
• tree-sitter-legesher-python - First-Issue)_ <br> Learn and code in Python using your native language.
• wemake-python-styleguide
• Zulip - first-issue)_ <br> Powerful open source group chat.

Misc

• bolt - Friendly)_ <br> Bolt is a Ruby command-line tool for executing commands, scripts, and tasks on remote systems using SSH and WinRM.
• chatwoot - first-issue)_ <br> Opensource customer support platform which can be an alternative to Intercom, Zendesk, Drift, Crisp etc.
• chef - Jump-In)_ <br> A systems integration framework, built to bring the benefits of configuration management to your entire infrastructure
• Faker - first-issue)_ <br> Faker is a Ruby library for generating fake data such as names, addresses, and phone numbers.
• Goby - RPGs.
• Hanami
• JRuby
• mapknitter - timers-only)_ <br> Upload your own aerial images, position (rubbersheet) them in a web interface over existing map data, and share via web or composite and export for print.
• Matestack - first-issue)_ <br> Write dynamic User Interfaces in pure Ruby. Rails engine built on top of Vue.js
• ohai - Jump-In)_ <br> Ohai profiles your system and emits JSON
• open-build-service - first-issue-:1st_place_medal:)_ <br> A generic system to build and distribute packages from sources in an automatic, consistent and reproducible way.
• osem - first-issue)_ <br> Open Source Event Manager. An event management tool tailored to Free and Open Source Software conferences
• PublicLab.org - timers-only)_ <br> An open source publishing platform for environmental projects. Check out new contributors welcome page.
• Ruby on Rails - first-issue)_ <br> Ruby on Rails (Rails) is an open source web application framework written in Ruby.
• Sinatra - first-issue)_ <br> Classy web-development dressed in a DSL.

Misc

• a-b-street
• dotenv-linter - first-issue)_ <br> Lightning-fast linter for .env files. Written in Rust
• Hyper - easy)_ <br> A fast, safe and correct low-level HTTP library for Rust.
• Iron
• nushell - first-issue)_ <br> A modern shell for the GitHub era written in Rust.
• Ockam - to-end encryption and mutual authentication for distributed applications.
• Rust-Clippy - first-issue)_ <br> A bunch of lints to catch common mistakes and improve Rust code
• Rustfmt - first-issue)_ <br> A tool for formatting Rust code according to style guidelines.
• Servo - easy)_ <br> A browser engine designed for applications including embedded use.
• TiKV - value database
• Veloren

Misc

• playframework - first-issue)_ <br> The High Velocity Web Framework
• Twitter Util - first-issue)_ <br> Wonderful reusable code from Twitter

Misc

• Pharo - first-issue)_ <br> A dynamic reflective pure object-oriented language supporting live programming inspired by Smalltalk.

Misc

• OpenFoodFacts-iOS - wanted)_ <br> Collaborative, free and open database of food products from around the world. Scan barcode to get info or add a product

Misc

• Amplication - source development tool. It helps you develop quality Node.js applications without spending time on repetitive coding tasks.
• Booster - first-issue)_ <br> A truly serverless framework, write your code and deploy it in seconds without any server configuration files.
• game-of-life - first-issue)_ <br> Conway's Game of Life web version!
• Graphback - first-issue)_ <br> A CLI and runtime framework to generate a GraphQL API in seconds.
• jupyterlab-lsp - first-issue)_ <br> Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename)
• LitmusChaos - first-issue)_ <br> Litmus is a toolset to do cloud-native chaos engineering.
• Node Efficientnet
• reatom - first-issue)_ <br> Reatom is declarative and reactive state manager, designed for both simple and complex applications.
• tinyhttp - first-issue)_ <br> A 0-legacy, tiny & fast web framework as a replacement of Express.
• TypeScript - first-issue)_ <br> A superset of JavaScript that compiles to clean JavaScript output.
• typescript-eslint
• Visual Studio Code - first-issue)_ <br> A new type of tool that combines the simplicity of a code editor with what developers need for their core edit-build-debug cycle.

Misc

• HTML5
• HTML/CSS/JS Tips
• HTML Report Template
• Selfhosted - HTML

Misc

• Nebullvm - Easy-to-use library to boost deep learning inference leveraging multiple deep learning compilers.
• Netron - Visualizer for deep learning and machine learning models
• TensorBoard - TensorFlow's Visualization Toolkit
• Visual Studio Tools for AI - Develop, debug and deploy deep learning and AI solutions
• TensorWatch - Debugging and visualization for deep learning
• ML Workspace - All-in-one web-based IDE for machine learning and data science.
• dowel - A little logger for machine learning research. Log any object to the console, CSVs, TensorBoard, text log files, and more with just one call to `logger.log()`
• Neptune - Lightweight tool for experiment tracking and results visualization.
• Determined - Deep learning training platform with integrated support for distributed training, hyperparameter tuning, smart GPU scheduling, experiment tracking, and a model registry.
• DAGsHub - Community platform for Open Source ML – Manage experiments, data & models and create collaborative ML projects easily.
• hub - Fastest unstructured dataset management for TensorFlow/PyTorch by activeloop.ai. Stream & version-control data. Converts large data into single numpy-like array on the cloud, accessible on any machine.
• DVC - DVC is built to make ML models shareable and reproducible. It is designed to handle large files, data sets, machine learning models, and metrics as well as code.
• CML - CML helps you bring your favorite DevOps tools to machine learning.
• MLEM - MLEM is a tool to easily package, deploy and serve Machine Learning models. It seamlessly supports a variety of scenarios like real-time serving and batch processing.

Misc

• ES6 Tools
• Web Performance Optimization
• Web Tools
• CSS - Style sheet language that specifies how HTML elements are displayed on screen.
• Critical-Path Tools
• Scalability
• Must-Watch Talks
• Protips
• Frameworks
• React - JavaScript library for building user interfaces.
• Relay - Framework for building data-driven React apps.
• React Hooks - Lets you use state and other React features without writing a class.
• Web Components
• Polymer - JavaScript library to develop Web Components.
• Angular - App framework.
• Backbone - App framework.
• SVG - XML-based vector image format.
• Canvas
• KnockoutJS - JavaScript library.
• Dojo Toolkit - JavaScript toolkit.
• Inspiration
• Ember - App framework.
• Android UI
• Meteor
• BEM
• Flexbox
• Web Typography
• Web Accessibility
• Material Design
• D3 - Library for producing dynamic, interactive data visualizations.
• Emails
• jQuery - Easy to use JavaScript library for DOM manipulation.
• Tips
• Web Audio
• Offline-First
• Static Website Services
• Cycle.js - Functional and reactive JavaScript framework.
• Text Editing
• Motion UI Design
• Vue.js - App framework.
• Marionette.js - App framework.
• Aurelia - App framework.
• Charting
• Ionic Framework 2
• Chrome DevTools
• PostCSS - CSS tool.
• Draft.js - Rich text editor framework for React.
• Service Workers
• Progressive Web Apps
• choo - App framework.
• Redux - State container for JavaScript apps.
• Browserify - Module bundler.
• Sass - CSS preprocessor.
• Ant Design - Enterprise-class UI design language.
• Less - CSS preprocessor.
• WebGL - JavaScript API for rendering 3D graphics.
• Preact - App framework.
• Progressive Enhancement
• Next.js - Framework for server-rendered React apps.
• lit - Library for building web components with a declarative template system.
• JAMstack - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
• WordPress-Gatsby - Web development technology stack with WordPress as a back end and Gatsby as a front end.
• Mobile Web Development - Creating a great mobile web experience.
• Storybook - Development environment for UI components.
• Blazor - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
• PageSpeed Metrics - Metrics to help understand page speed and user experience.
• Tailwind CSS - Utility-first CSS framework for rapid UI development.
• Seed - Rust framework for creating web apps running in WebAssembly.
• Web Performance Budget - Techniques to ensure certain performance metrics for a website.
• Web Animation - Animations in the browser with JavaScript, CSS, SVG, etc.
• Yew - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
• Material-UI - Material Design React components for faster and easier web development.
• Building Blocks for Web Apps - Standalone features to be integrated into web apps.
• Svelte - App framework.
• Design systems - Collection of reusable components, guided by rules that ensure consistency and speed.
• Inertia.js - Make single-page apps without building an API.
• MDBootstrap - Templates, layouts, components, and widgets to rapidly build websites.
• Master CSS - A virtual CSS language with enhanced syntax.
• Hydrogen - Edge-first framework for building Shopify storefronts with React.
• Tiny JS - Frontend libraries that fit into 2 kB with dependencies.
• Frontend GIS - Geographic Information Systems (GIS) for web browsers.

Misc

• Flask - Python framework.
• Docker
• Vagrant - Automation virtual machine environment.
• Pyramid - Python framework.
• Play1 Framework
• CakePHP - PHP framework.
• Symfony - PHP framework.
• Education
• Laravel - PHP framework.
• Education
• TALL Stack - Full-stack development solution featuring libraries built by the Laravel community.
• Rails - Web app framework for Ruby.
• Gems - Packages.
• Phalcon - PHP framework.
• Useful `.htaccess` Snippets
• nginx - Web server.
• Dropwizard - Java framework.
• Kubernetes - Open-source platform that automates Linux container operations.
• Lumen - PHP micro-framework.
• Serverless Framework - Serverless computing and serverless architectures.
• Apache Wicket - Java web app framework.
• Vert.x - Toolkit for building reactive apps on the JVM.
• Terraform - Tool for building, changing, and versioning infrastructure.
• Vapor - Server-side development in Swift.
• Dash - Python web app framework.
• FastAPI - Python web app framework.
• CDK - Open-source software development framework for defining cloud infrastructure in code.
• IAM - User accounts, authentication and authorization.
• Slim - PHP framework.
• Fiber - Web framework built on top of Fasthttp, the fastest HTTP engine for Go.
• Kustomize - Kubernetes native declarative configuration management tool.

Misc

• Python
• Go
• Machine Learning

Misc

• Database
• MySQL
• SQLAlchemy
• MongoDB - NoSQL database.
• RethinkDB
• TinkerPop - Graph computing framework.
• PostgreSQL - Object-relational database.
• CouchDB - Document-oriented NoSQL database.
• HBase - Distributed, scalable, big data store.
• NoSQL Guides - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
• Database Tools - Everything that makes working with databases easier.
• TypeDB - Logical database to organize large and complex networks of data as one body of knowledge.
• Cassandra - Open-source, distributed, wide column store, NoSQL database management system.
• TDengine - An open-source time-series database with high-performance, scalability, and SQL support.
• Supabase - An open-source alternative to Firebase.

Misc

• Quick Look Plugins - For macOS.
• Dev Env
• Dotfiles
• Shell
• Fish - User-friendly shell.
• Command-Line Apps
• ZSH Plugins
• GitHub - Hosting service for Git repositories.
• Browser Extensions
• Cheat Sheet
• Pinned Gists - Dynamic pinned gists for your GitHub profile.
• Git Cheat Sheet & Git Flow
• Git Tips
• Git Add-ons - Enhance the `git` CLI.
• Git Hooks - Scripts for automating tasks during `git` workflows.
• SSH
• FOSS for Developers
• Hyper - Cross-platform terminal app built on web technologies.
• PowerShell - Cross-platform object-oriented shell.
• Alfred Workflows - Productivity app for macOS.
• Terminals Are Sexy
• GitHub Actions - Create tasks to automate your workflow and share them with others on GitHub.

Misc

• Testing - Software testing.
• Visual Regression Testing - Ensures changes did not break the functionality or style.
• Selenium - Open-source browser automation framework and ecosystem.
• Appium - Test automation tool for apps.
• TAP - Test Anything Protocol.
• JMeter - Load testing and performance measurement tool.
• k6 - Open-source, developer-centric performance monitoring and load testing solution.
• Playwright - Node.js library to automate Chromium, Firefox and WebKit with a single API.
• Quality Assurance Roadmap - How to start & build a career in software testing.
• Gatling - Open-source load and performance testing framework based on Scala, Akka, and Netty.