Introduction to Data Science in Python |
Folder |
Link |
Course (Coursera) |
1/5 in the Applied Data Science with Python Specialization (CERTIFICATE) |
Applied Plotting, Charting & Data Representation in Python |
Folder |
Link |
Course (Coursera) |
2/5 in the Applied Data Science with Python Specialization (CERTIFICATE) |
Applied Machine Learning in Python |
Folder |
Link |
Course (Coursera) |
3/5 in the Applied Data Science with Python Specialization (CERTIFICATE) |
Applied Text Mining in Python |
Folder |
Link |
Course (Coursera) |
4/5 in the Applied Data Science with Python Specialization (CERTIFICATE) |
Applied Social Network Analysis in Python |
Folder |
Link |
Course (Coursera) |
5/5 in the Applied Data Science with Python Specialization (CERTIFICATE) |
Neural Networks and Deep Learning |
Folder |
Link |
Course (Coursera) |
1/5 in the Deep Learning Specialization (CERTIFICATE) |
Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization |
Folder |
Link |
Course (Coursera) |
2/5 in the Deep Learning Specialization (CERTIFICATE) |
Structuring Machine Learning Projects |
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Link |
Course (Coursera) |
3/5 in the Deep Learning Specialization (CERTIFICATE) |
Convolutional Neural Networks |
Folder |
Link |
Course (Coursera) |
4/5 in the Deep Learning Specialization (CERTIFICATE) |
Sequence Models |
Folder |
Link |
Course (Coursera) |
5/5 in the Deep Learning Specialization (CERTIFICATE) |
Mathematics and Python for Data Analysis |
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Link |
Course (Coursera) |
1/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
Supervised Learning |
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Link |
Course (Coursera) |
2/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
Unsupervised Learning |
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Link |
Course (Coursera) |
3/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
Statistics for Data Analysis |
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Link |
Course (Coursera) |
4/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
Data Analysis Applications |
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Link |
Course (Coursera) |
5/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
Data Analysis: The Capstone |
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Link |
Course (Coursera) |
6/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning |
Folder |
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Course (Coursera) |
1/4 in the DeepLearning.AI TensorFlow Developer Specialization (CERTIFICATE) |
Convolutional Neural Networks in TensorFlow |
Folder |
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Course (Coursera) |
2/4 in the DeepLearning.AI TensorFlow Developer Specialization (CERTIFICATE) |
Natural Language Processing in TensorFlow |
Folder |
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Course (Coursera) |
3/4 in the DeepLearning.AI TensorFlow Developer Specialization (CERTIFICATE) |
Sequences, Time Series and Prediction |
Folder |
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Course (Coursera) |
4/4 in the DeepLearning.AI TensorFlow Developer Specialization (CERTIFICATE) |
Machine Learning (Andrew Ng) |
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Course (Coursera) |
Single Course |
Introduction to Deep Learning |
Folder |
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Course (Coursera) |
1/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
How to Win a Data Science Competition: Learn from Top Kagglers |
Folder |
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Course (Coursera) |
2/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
Bayesian Methods for Machine Learning |
Folder |
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Course (Coursera) |
3/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
Practical Reinforcement Learning |
Folder |
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Course (Coursera) |
4/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
Deep Learning in Computer Vision |
Folder |
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Course (Coursera) |
5/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
Natural Language Processing |
Folder |
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Course (Coursera) |
6/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
Addressing Large Hadron Collider Challenges by Machine Learning |
Folder |
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Course (Coursera) |
7/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
Pandas |
Folder |
Link |
Course (Kaggle) |
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Data Cleaning |
Folder |
Link |
Course (Kaggle) |
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Data Visualization |
Folder |
Link |
Course (Kaggle) |
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Intro to Machine Learning |
Folder |
Link |
Course (Kaggle) |
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Intermediate Machine Learning |
Folder |
Link |
Course (Kaggle) |
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Feature Engineering |
Folder |
Link |
Course (Kaggle) |
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Intro to Deep Learning |
Folder |
Link |
Course (Kaggle) |
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Computer Vision |
Folder |
Link |
Course (Kaggle) |
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Natural Language Processing |
Folder |
Link |
Course (Kaggle) |
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sql-ex.com (SELECT) |
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Course |
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sql-ex.com (DML) |
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Course |
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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow |
Folder |
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Book |
2nd Edition |
SQL in 10 Minutes a Day, Sams Teach Yourself |
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Book |
5th Edition |
Mathematics for Machine Learning |
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Book |
1st Edition |
Data Science from Scratch: First Principles with Python |
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Book |
1st Edition |
Python Data Science Handbook: Essential Tools for Working with Data |
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Book |
1st Edition |
Deep Learning with Python |
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Book |
1st Edition |
Deep Learning (Adaptive Computation and Machine Learning series) |
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Book |
Illustrated Edition |
SQL Cookbook |
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Book |
2nd Edition |
Understanding Financial Markets |
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Course (Coursera) |
1/5 in the Investment Management Specialization (CERTIFICATE) |
Meeting Investors' Goals |
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Course (Coursera) |
2/5 in the Investment Management Specialization (CERTIFICATE) |
Portfolio and Risk Management |
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Course (Coursera) |
3/5 in the Investment Management Specialization (CERTIFICATE) |
Securing Investment Returns in the Long Run |
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Course (Coursera) |
4/5 in the Investment Management Specialization (CERTIFICATE) |
Planning your Client's Wealth over a 5-year Horizon |
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Course (Coursera) |
5/5 in the Investment Management Specialization (CERTIFICATE) |
Machine Learning at MIPT |
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Course |
Spring 2020 (lectures & practices) |