Collection of materials, that might be useful.
Courses
Books
Tutorials
Videos
Interview
- New Andrew Ng Machine Learning Specialization
- DataTalksClub MLOps Zoomcamp
- DataTalksClub Machine Learning Zoomcamp
- DataTalksClub Data Engineering Zoomcamp
- Practical Deep Learning for Coders
- NLP Course For You
- Full Stack Deep Learning
- (RU) ML Handbook from Yandex
- (RU) ODS ML in Production
- Microsoft ML for Beginners
- Grokking the Machine Learning Interview Educative or Design Gurus
- Machine Learning System Design
- Grokking the System Design Interview
- Deep Dive into System Design Interview
- CS 329S: Machine Learning Systems Design 2021 and 2022
- System Design by ByteByteGo
- System Design
- Mathematics for Machine Learning
- Deep Learning book by Ian Goodfellow
- (RU) Reinforcement Learning Textbook
- Probability and Statistics for Economists
- OpenAI Spinning Up RL