| 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 |
|
Link |
Course (Coursera) |
5/6 in the Machine Learning and Data Analysis Specialization (CERTIFICATE) |
| Data Analysis: The Capstone |
|
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 |
|
Course (Coursera) |
3/4 in the DeepLearning.AI TensorFlow Developer Specialization (CERTIFICATE) |
| Sequences, Time Series and Prediction |
Folder |
|
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 |
|
Course (Coursera) |
5/7 in the Advanced Machine Learning Specialization (CERTIFICATE) |
| Natural Language Processing |
Folder |
|
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) |
Folder |
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Course |
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| sql-ex.com (DML) |
Folder |
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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) |