{"id":35023709,"url":"https://github.com/avrtt/courses","last_synced_at":"2026-04-29T23:32:50.991Z","repository":{"id":49832181,"uuid":"332204353","full_name":"avrtt/courses","owner":"avrtt","description":"Assignments and certificates from online courses","archived":false,"fork":false,"pushed_at":"2023-02-14T15:30:23.000Z","size":7742,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-12-28T19:59:50.753Z","etag":null,"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"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/avrtt.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-01-23T12:24:59.000Z","updated_at":"2024-09-19T22:34:23.000Z","dependencies_parsed_at":"2022-08-28T20:40:36.664Z","dependency_job_id":null,"html_url":"https://github.com/avrtt/courses","commit_stats":null,"previous_names":["avarette/courses","vladaverett/courses","avrtt/courses"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/avrtt/courses","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/avrtt%2Fcourses","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/avrtt%2Fcourses/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/avrtt%2Fcourses/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/avrtt%2Fcourses/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/avrtt","download_url":"https://codeload.github.com/avrtt/courses/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/avrtt%2Fcourses/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32448399,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-29T22:27:22.272Z","status":"ssl_error","status_checked_at":"2026-04-29T22:10:49.234Z","response_time":110,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["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"],"created_at":"2025-12-27T06:07:53.302Z","updated_at":"2026-04-29T23:32:50.985Z","avatar_url":"https://github.com/avrtt.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Courses\nThis repository contains my solutions for programming assignments from online courses and books, as well as certificates.  \n  \n### Contents:\n| TITLE | ASSIGNMENTS | CERTIFICATE | TYPE | NOTE |\n|-------|-------------|-------------|------|------|\n| [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)) |\n| [Applied Plotting, Charting \u0026 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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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)) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [Machine Learning (Andrew Ng)](https://www.coursera.org/learn/machine-learning) |  |  | Course ([Coursera](https://coursera.org/)) | Single Course |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [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/)) |  |\n| [sql-ex.com (SELECT)](https://www.sql-ex.com/) | [Folder](https://github.com/lenferdetroud/courses/tree/main/SQL-EX/SELECT%20(PostgreSQL)) |  | Course |  |\n| [sql-ex.com (DML)](https://www.sql-ex.com/) | [Folder](https://github.com/lenferdetroud/courses/tree/main/SQL-EX/DML) |  | Course |  |\n| [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 |\n| [SQL in 10 Minutes a Day, Sams Teach Yourself](https://www.amazon.com/SQL-Minutes-Sams-Teach-Yourself/dp/0135182794) |  |  | Book | 5th Edition |\n| [Mathematics for Machine Learning](https://www.amazon.com/Mathematics-Machine-Learning-Peter-Deisenroth/dp/110845514X) |  |  | Book | 1st Edition |\n| [Data Science from Scratch: First Principles with Python](https://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X) |  |  | Book | 1st Edition |\n| [Python Data Science Handbook: Essential Tools for Working with Data](https://www.amazon.com/Python-Data-Science-Handbook-Essential/dp/1491912057) |  |  | Book | 1st Edition |\n| [Deep Learning with Python](https://www.amazon.com/Deep-Learning-Python-Francois-Chollet/dp/1617294438) |  |  | Book | 1st Edition |\n| [Deep Learning (Adaptive Computation and Machine Learning series)](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) |  |  | Book | Illustrated Edition |\n| [SQL Cookbook](https://www.amazon.com/SQL-Cookbook-Query-Solutions-Techniques/dp/1492077445) |  |  | Book | 2nd Edition |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [Machine Learning at MIPT](https://github.com/girafe-ai/ml-mipt/) |  |  | Course | Spring 2020 (lectures \u0026 practices) |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Favrtt%2Fcourses","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Favrtt%2Fcourses","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Favrtt%2Fcourses/lists"}