https://github.com/avrtt/courses
Assignments and certificates from online courses
https://github.com/avrtt/courses
andrew-ng-deep-learning andrew-ng-machine-learning applied-data-science-with-python coursera deep-learning hands-on-machine-learning kaggle-courses machine-learning python sql sql-ex
Last synced: 1 day ago
JSON representation
Assignments and certificates from online courses
- Host: GitHub
- URL: https://github.com/avrtt/courses
- Owner: avrtt
- Created: 2021-01-23T12:24:59.000Z (over 5 years ago)
- Default Branch: main
- Last Pushed: 2023-02-14T15:30:23.000Z (about 3 years ago)
- Last Synced: 2025-12-28T19:59:50.753Z (4 months ago)
- Topics: andrew-ng-deep-learning, andrew-ng-machine-learning, applied-data-science-with-python, coursera, deep-learning, hands-on-machine-learning, kaggle-courses, machine-learning, python, sql, sql-ex
- Language: Jupyter Notebook
- Homepage:
- Size: 7.38 MB
- Stars: 3
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Courses
This repository contains my solutions for programming assignments from online courses and books, as well as certificates.
### Contents:
| TITLE | ASSIGNMENTS | CERTIFICATE | TYPE | NOTE |
|-------|-------------|-------------|------|------|
| [Introduction to Data Science in Python](https://www.coursera.org/learn/python-data-analysis) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Applied%20Data%20Science%20with%20Python%20(specialization)/1.%20Introduction%20to%20Data%20Science%20in%20Python/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/1.%20Introduction%20to%20Data%20Science%20in%20Python/Introduction%20to%20Data%20Science%20in%20Python%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 1/5 in the [Applied Data Science with Python Specialization](https://www.coursera.org/specializations/data-science-python) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Applied Plotting, Charting & Data Representation in Python](https://www.coursera.org/learn/python-plotting) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Applied%20Data%20Science%20with%20Python%20(specialization)/2.%20Applied%20Plotting%2C%20Charting%20%26%20Data%20Representation%20in%20Python/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/2.%20Applied%20Plotting%2C%20Charting%20%26%20Data%20Representation%20in%20Python/Applied%20Plotting%2C%20Charting%20%26%20Data%20Representation%20in%20Python%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 2/5 in the [Applied Data Science with Python Specialization](https://www.coursera.org/specializations/data-science-python) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Applied Machine Learning in Python](https://www.coursera.org/learn/python-machine-learning) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Applied%20Data%20Science%20with%20Python%20(specialization)/3.%20Applied%20Machine%20Learning%20in%20Python/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/3.%20Applied%20Machine%20Learning%20in%20Python/Applied%20Machine%20Learning%20in%20Python%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 3/5 in the [Applied Data Science with Python Specialization](https://www.coursera.org/specializations/data-science-python) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Applied Text Mining in Python](https://www.coursera.org/learn/python-text-mining) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Applied%20Data%20Science%20with%20Python%20(specialization)/4.%20Applied%20Text%20Mining%20in%20Python/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/4.%20Applied%20Text%20Mining%20in%20Python/Applied%20Text%20Mining%20in%20Python%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 4/5 in the [Applied Data Science with Python Specialization](https://www.coursera.org/specializations/data-science-python) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Applied Social Network Analysis in Python](https://www.coursera.org/learn/python-social-network-analysis) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Applied%20Data%20Science%20with%20Python%20(specialization)/5.%20Applied%20Social%20Network%20Analysis%20in%20Python/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/5.%20Applied%20Social%20Network%20Analysis%20in%20Python/Applied%20Social%20Network%20Analysis%20in%20Python%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 5/5 in the [Applied Data Science with Python Specialization](https://www.coursera.org/specializations/data-science-python) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Applied%20Data%20Science%20with%20Python%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Neural Networks and Deep Learning](https://www.coursera.org/learn/neural-networks-deep-learning) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Deep%20Learning%20(specialization)/1.%20Neural%20Networks%20and%20Deep%20Learning/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/1.%20Neural%20Networks%20and%20Deep%20Learning/Neural%20Networks%20and%20Deep%20Learning%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 1/5 in the [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization](https://www.coursera.org/learn/deep-neural-network) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Deep%20Learning%20(specialization)/2.%20Improving%20Deep%20Neural%20Networks:%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/2.%20Improving%20Deep%20Neural%20Networks:%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Improving%20Deep%20Neural%20Networks:%20Hyperparameter%20Tuning%2C%20Regularization%20and%20Optimization%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 2/5 in the [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Structuring Machine Learning Projects](https://www.coursera.org/learn/machine-learning-projects) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/3.%20Structuring%20Machine%20Learning%20Projects/Structuring%20Machine%20Learning%20Projects%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 3/5 in the [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Convolutional Neural Networks](https://www.coursera.org/learn/convolutional-neural-networks) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Deep%20Learning%20(specialization)/4.%20Convolutional%20Neural%20Networks/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/4.%20Convolutional%20Neural%20Networks/Convolutional%20Neural%20Networks%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 4/5 in the [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Sequence Models](https://www.coursera.org/learn/nlp-sequence-models) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Deep%20Learning%20(specialization)/5.%20Sequence%20Models/assignments) | [Link](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/5.%20Sequence%20Models/Sequence%20Models%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 5/5 in the [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Deep%20Learning%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Mathematics and Python for Data Analysis](https://www.coursera.org/learn/mathematics-and-python?specialization=machine-learning-data-analysis) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/Mathematics%20and%20Python%20for%20data%20analysis%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 1/6 in the [Machine Learning and Data Analysis Specialization](https://www.coursera.org/specializations/machine-learning-data-analysis) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Supervised Learning](https://www.coursera.org/learn/supervised-learning?specialization=machine-learning-data-analysis) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/Supervised%20learning%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 2/6 in the [Machine Learning and Data Analysis Specialization](https://www.coursera.org/specializations/machine-learning-data-analysis) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Unsupervised Learning](https://www.coursera.org/learn/unsupervised-learning?specialization=machine-learning-data-analysis) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/Unsupervised%20learning%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 3/6 in the [Machine Learning and Data Analysis Specialization](https://www.coursera.org/specializations/machine-learning-data-analysis) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Statistics for Data Analysis](https://www.coursera.org/learn/stats-for-data-analysis?specialization=machine-learning-data-analysis) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/Statistics%20for%20data%20analysis%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 4/6 in the [Machine Learning and Data Analysis Specialization](https://www.coursera.org/specializations/machine-learning-data-analysis) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Data Analysis Applications](https://www.coursera.org/learn/data-analysis-applications) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/Data%20analysis%20applications%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 5/6 in the [Machine Learning and Data Analysis Specialization](https://www.coursera.org/specializations/machine-learning-data-analysis) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Data Analysis: The Capstone](https://www.coursera.org/learn/data-analysis-project) | | [Link](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/Capstone%20(CERTIFICATE).pdf) | Course ([Coursera](https://coursera.org/)) | 6/6 in the [Machine Learning and Data Analysis Specialization](https://www.coursera.org/specializations/machine-learning-data-analysis) ([CERTIFICATE](https://github.com/Lenferdetroud/courses/blob/main/Machine%20Learning%20and%20Data%20Analysis%20(specialization)/SPECIALIZATION%20CERTIFICATE.pdf)) |
| [Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning](https://www.coursera.org/learn/introduction-tensorflow?specialization=tensorflow-in-practice) | [Folder](https://github.com/lenferdetroud/courses/tree/main/DeepLearning.AI%20TensorFlow%20Developer%20(specialization)/1.%20Introduction%20to%20TensorFlow%20for%20Artificial%20Intelligence%2C%20Machine%20Learning%2C%20and%20Deep%20Learning) | | Course ([Coursera](https://coursera.org/)) | 1/4 in the [DeepLearning.AI TensorFlow Developer Specialization](https://www.coursera.org/professional-certificates/tensorflow-in-practice) (CERTIFICATE) |
| [Convolutional Neural Networks in TensorFlow](https://www.coursera.org/learn/introduction-tensorflow?specialization=tensorflow-in-practice) | [Folder](https://github.com/lenferdetroud/courses/tree/main/DeepLearning.AI%20TensorFlow%20Developer%20(specialization)/2.%20Convolutional%20Neural%20Networks%20in%20TensorFlow) | | Course ([Coursera](https://coursera.org/)) | 2/4 in the [DeepLearning.AI TensorFlow Developer Specialization](https://www.coursera.org/professional-certificates/tensorflow-in-practice) (CERTIFICATE) |
| [Natural Language Processing in TensorFlow](https://www.coursera.org/learn/natural-language-processing-tensorflow?specialization=tensorflow-in-practice) | [Folder](https://github.com/lenferdetroud/courses/tree/main/DeepLearning.AI%20TensorFlow%20Developer%20(specialization)/3.%20Natural%20Language%20Processing%20in%20TensorFlow) | | Course ([Coursera](https://coursera.org/)) | 3/4 in the [DeepLearning.AI TensorFlow Developer Specialization](https://www.coursera.org/professional-certificates/tensorflow-in-practice) (CERTIFICATE) |
| [Sequences, Time Series and Prediction](https://www.coursera.org/learn/tensorflow-sequences-time-series-and-prediction?specialization=tensorflow-in-practice) | [Folder](https://github.com/lenferdetroud/courses/tree/main/DeepLearning.AI%20TensorFlow%20Developer%20(specialization)/4.%20Sequences%2C%20Time%20Series%20and%20Prediction) | | Course ([Coursera](https://coursera.org/)) | 4/4 in the [DeepLearning.AI TensorFlow Developer Specialization](https://www.coursera.org/professional-certificates/tensorflow-in-practice) (CERTIFICATE) |
| [Machine Learning (Andrew Ng)](https://www.coursera.org/learn/machine-learning) | | | Course ([Coursera](https://coursera.org/)) | Single Course |
| [Introduction to Deep Learning](https://www.coursera.org/learn/intro-to-deep-learning?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/1.%20Introduction%20to%20Deep%20Learning) | | Course ([Coursera](https://coursera.org/)) | 1/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [How to Win a Data Science Competition: Learn from Top Kagglers](https://www.coursera.org/learn/competitive-data-science?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/2.%20How%20to%20Win%20a%20Data%20Science%20Competition:%20Learn%20from%20Top%20Kagglers) | | Course ([Coursera](https://coursera.org/)) | 2/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [Bayesian Methods for Machine Learning](https://www.coursera.org/learn/bayesian-methods-in-machine-learning?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/3.%20Bayesian%20Methods%20for%20Machine%20Learning) | | Course ([Coursera](https://coursera.org/)) | 3/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [Practical Reinforcement Learning](https://www.coursera.org/learn/practical-rl?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/4.%20Practical%20Reinforcement%20Learning) | | Course ([Coursera](https://coursera.org/)) | 4/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [Deep Learning in Computer Vision](https://www.coursera.org/learn/deep-learning-in-computer-vision?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/5.%20Deep%20Learning%20in%20Computer%20Vision) | | Course ([Coursera](https://coursera.org/)) | 5/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [Natural Language Processing](https://www.coursera.org/learn/language-processing?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/6.%20Natural%20Language%20Processing) | | Course ([Coursera](https://coursera.org/)) | 6/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [Addressing Large Hadron Collider Challenges by Machine Learning](https://www.coursera.org/learn/hadron-collider-machine-learning?specialization=aml) | [Folder](https://github.com/lenferdetroud/courses/tree/main/Advanced%20Machine%20Learning%20(specialization)/7.%20Addressing%20Large%20Hadron%20Collider%20Challenges%20by%20Machine%20Learning) | | Course ([Coursera](https://coursera.org/)) | 7/7 in the [Advanced Machine Learning Specialization](https://www.coursera.org/specializations/aml) (CERTIFICATE) |
| [Pandas](https://www.kaggle.com/learn/pandas) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Pandas) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/pandas) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Data Cleaning](https://www.kaggle.com/learn/data-cleaning) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Data%20Cleaning) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/data-cleaning) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Data Visualization](https://www.kaggle.com/learn/data-visualization) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Data%20Visualization) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/data-visualization) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Intro to Machine Learning](https://www.kaggle.com/learn/intro-to-machine-learning) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Intro%20to%20Machine%20Learning) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/intro-to-machine-learning) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Intermediate Machine Learning](https://www.kaggle.com/learn/intermediate-machine-learning) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Intermediate%20Machine%20Learning) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/intermediate-machine-learning) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Feature Engineering](https://www.kaggle.com/learn/feature-engineering) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Feature%20Engineering) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/feature-engineering) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Intro to Deep Learning](https://www.kaggle.com/learn/intro-to-deep-learning) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Intro%20to%20Deep%20Learning) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/intro-to-deep-learning) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Computer Vision](https://www.kaggle.com/learn/computer-vision) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Computer%20Vision) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/computer-vision) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [Natural Language Processing](https://www.kaggle.com/learn/natural-language-processing) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Kaggle%20Courses/Natural%20Language%20Processing) | [Link](https://www.kaggle.com/learn/certification/lenferdetroud/natural-language-processing) | Course ([Kaggle](https://www.kaggle.com/)) | |
| [sql-ex.com (SELECT)](https://www.sql-ex.com/) | [Folder](https://github.com/lenferdetroud/courses/tree/main/SQL-EX/SELECT%20(PostgreSQL)) | | Course | |
| [sql-ex.com (DML)](https://www.sql-ex.com/) | [Folder](https://github.com/lenferdetroud/courses/tree/main/SQL-EX/DML) | | Course | |
| [Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow](https://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow/dp/1492032646) | [Folder](https://github.com/Lenferdetroud/courses/tree/main/Hands-On%20Machine%20Learning%20with%20Scikit-Learn%2C%20Keras%2C%20and%20TensorFlow%20(book)) | | Book | 2nd Edition |
| [SQL in 10 Minutes a Day, Sams Teach Yourself](https://www.amazon.com/SQL-Minutes-Sams-Teach-Yourself/dp/0135182794) | | | Book | 5th Edition |
| [Mathematics for Machine Learning](https://www.amazon.com/Mathematics-Machine-Learning-Peter-Deisenroth/dp/110845514X) | | | Book | 1st Edition |
| [Data Science from Scratch: First Principles with Python](https://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X) | | | Book | 1st Edition |
| [Python Data Science Handbook: Essential Tools for Working with Data](https://www.amazon.com/Python-Data-Science-Handbook-Essential/dp/1491912057) | | | Book | 1st Edition |
| [Deep Learning with Python](https://www.amazon.com/Deep-Learning-Python-Francois-Chollet/dp/1617294438) | | | Book | 1st Edition |
| [Deep Learning (Adaptive Computation and Machine Learning series)](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) | | | Book | Illustrated Edition |
| [SQL Cookbook](https://www.amazon.com/SQL-Cookbook-Query-Solutions-Techniques/dp/1492077445) | | | Book | 2nd Edition |
| [Understanding Financial Markets](https://www.coursera.org/learn/understanding-financial-markets?specialization=investment-management) | | | Course ([Coursera](https://coursera.org/)) | 1/5 in the [Investment Management Specialization](https://www.coursera.org/specializations/investment-management) (CERTIFICATE) |
| [Meeting Investors' Goals](https://www.coursera.org/learn/meeting-investors-goals?specialization=investment-management) | | | Course ([Coursera](https://coursera.org/)) | 2/5 in the [Investment Management Specialization](https://www.coursera.org/specializations/investment-management) (CERTIFICATE) |
| [Portfolio and Risk Management](https://www.coursera.org/learn/portfolio-risk-management?specialization=investment-management) | | | Course ([Coursera](https://coursera.org/)) | 3/5 in the [Investment Management Specialization](https://www.coursera.org/specializations/investment-management) (CERTIFICATE) |
| [Securing Investment Returns in the Long Run](https://www.coursera.org/learn/investment-returns-long-run?specialization=investment-management) | | | Course ([Coursera](https://coursera.org/)) | 4/5 in the [Investment Management Specialization](https://www.coursera.org/specializations/investment-management) (CERTIFICATE) |
| [Planning your Client's Wealth over a 5-year Horizon](https://www.coursera.org/learn/wealth-planning-capstone?specialization=investment-management) | | | Course ([Coursera](https://coursera.org/)) | 5/5 in the [Investment Management Specialization](https://www.coursera.org/specializations/investment-management) (CERTIFICATE) |
| [Machine Learning at MIPT](https://github.com/girafe-ai/ml-mipt/) | | | Course | Spring 2020 (lectures & practices) |