https://github.com/adeshpande3/machine-learning-notes
Notes for several Machine Learning and Deep Learning courses, textbooks, and talks
https://github.com/adeshpande3/machine-learning-notes
machine-learning notes
Last synced: over 1 year ago
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Notes for several Machine Learning and Deep Learning courses, textbooks, and talks
- Host: GitHub
- URL: https://github.com/adeshpande3/machine-learning-notes
- Owner: adeshpande3
- Created: 2017-05-05T17:19:48.000Z (about 9 years ago)
- Default Branch: master
- Last Pushed: 2018-10-02T06:22:38.000Z (over 7 years ago)
- Last Synced: 2025-01-28T23:51:56.030Z (over 1 year ago)
- Topics: machine-learning, notes
- Homepage:
- Size: 885 KB
- Stars: 58
- Watchers: 5
- Forks: 30
- Open Issues: 1
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Metadata Files:
- Readme: README.md
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README
# Machine-Learning-Notes
Notes for several Machine Learning and Deep Learning courses and textbooks and talks.
* **Reinforcement Learning Course** - This lecture course is taught by David Silver of Google Deepmind. The lectures can be found on YouTube at this [link](https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT). In this course, you'll learn about the following topics.
- Markov Decision Processes
- Value functions
- Policies
- Dynamic programming approaches
- Monte Carlo learning
- Temporal difference learning
- SARSA
- Value function approximation
- Policy gradients
- Deep Q networks
* **Scaled Machine Learning Conference Notes** - These were the notes I took at the Scaled ML conference at Stanford. Here is a link to [event page](http://scaledml.org/).
* **Machine Learning: A Probabilistic Perspective Notes** - ML textbook with an emphasis on describing concepts with relation to probability.
* **Elements of Statistical Learning Notes** - Another hard ML textbook with an emphasis on a lot of the math behind traditional ML models.
* **The AI Conference 2017 Notes** - These were the notes I took at The AI Conference sponsored by O'Reilly Media. Here is a link to [event page](https://conferences.oreilly.com/artificial-intelligence/ai-ca).