? Awesome AI Resources List
Welcome to the Awesome AI Resources List!
Here, you will find a curated collection of free resources to help you learn various aspects of Artificial Intelligence with carefully picked tutorials, courses, books, and articles.
? Table of Contents
- Machine Learning
- Math for Machine Learning
- Probability & Statistics
- Deep Learning
- Computer Vision
- Natural Language Processing
- Large Language Models & Generative AI
- Audio Processing
- ML System Design
- MLOps & LLMOps
Machine Learning
| ? YouTube Resources |
? Online Courses |
? Articles |
| Making Friends with ML by Cassie |
ML Crash Course by Google |
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| Intro to ML for Coders |
Andrew Ng’s ML Course |
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Math for Machine Learning
| ? YouTube Resources |
? Online Courses |
? Articles |
| Math for ML by W&B |
Math for ML and Data Science Specialization |
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| Math for ML - Linear Algebra - Imperial College London |
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| Math for ML - Multivariate Calculus - Imperial College London |
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Probability & Statistics
| ? YouTube Resources |
? Online Courses |
? Articles |
| Stats Fundamentals by StatQuest |
Prob & Stats for Machine Learning & Data Science |
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Khan Academy Stats & Prob |
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Deep Learning
| ? YouTube Resources |
? Online Courses |
? Articles |
| Neural Networks: Zero to Hero |
Deep Learning Specialization by Andrew Ng |
Deep Learning by Ian Goodfellow |
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fast.ai's Practical Deep Learning for Coders |
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Full Stack Deep Learning |
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UvA Deep Learning Tutorials |
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Computer Vision
| ? YouTube Resources |
? Online Courses |
? Articles |
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Deep Learning for Computer Vision - Coursera |
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OpenCV Tutorials |
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Natural Language Processing
| ? YouTube Resources |
? Online Courses |
? Articles |
| NLP |
NLP Specialization by deeplearning.ai |
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| Stanford CS224N: NLP |
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Large Language Models & Generative AI
| ? YouTube Resources |
? Online Courses |
? Articles |
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LLM by Cohere |
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Mastering LLM Techniques: Inference Optimization |
Audio Processing
| ? YouTube Resources |
? Online Courses |
? Articles |
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ML System Design
| ? YouTube Resources |
? Online Courses |
? Articles |
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ML system design-Educative |
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ML system design-Made with ML |
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MLOps & LLMOps
| ? YouTube Resources |
? Online Courses |
? Articles |
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Mlops course- Made with ML |
Neptune blog |
