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Anoushkrit Goel edited this page Nov 15, 2024
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- Introduction to Python Programming https://www.udacity.com/course/introduction-to-python--ud1110
- Intro to Deep Learning with PyTorch https://classroom.udacity.com/courses/ud188
- Fast AI course on Foundation Models to Stable Diffusion https://course.fast.ai/Lessons/part2.html
- Stanford CS330 Deep Multi-Task & Meta Learning https://youtu.be/bkVCAk9Nsss?feature=shared For certificate
- MIT MIT 6.S191: Deep Generative Modeling https://youtu.be/3G5hWM6jqPk
- MIT Introduction to Deep Learning http://introtodeeplearning.com
- Stanford CS224W https://online.stanford.edu/courses/cs224w-machine-learning-graphs
- Stanford CS224N Natural Language Processing with Deep Learning https://online.stanford.edu/courses/cs224n-natural-language-processing-deep-learning
- Stanford CS224R Deep Reinforcement Learning https://online.stanford.edu/courses/cs224r-deep-reinforcement-learning
- Stanford CS224U Natural Language Understandinghttps://online.stanford.edu/courses/cs224u-natural-language-understanding
- Stanford CS228 Probabilistic Graphical Models: Principles and Techniques https://online.stanford.edu/courses/cs228-probabilistic-graphical-models-principles-and-techniques
- Stanford CS224V Conversational Virtual Assistants with Deep Learning https://web.stanford.edu/class/cs224v/
- Stanford CS224S Spoken Language Processing https://web.stanford.edu/class/cs224s/
- Transformers United: https://youtube.com/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM&feature=shared
- RAG Retrieval Augmented Generation. https://www.deeplearning.ai/short-courses/advanced-retrieval-for-ai/
- RLHF https://www.deeplearning.ai/short-courses/reinforcement-learning-from-human-feedback
- Building and Evaluating Advanced RAG Applications https://www.deeplearning.ai/short-courses/building-evaluating-advanced-rag
- MLOps Specialization. https://www.deeplearning.ai/courses/machine-learning-engineering-for-production-mlops/
- Introduction to Machine Learning in Production. https://www.coursera.org/learn/introduction-to-machine-learning-in-production
- Generative AI with LLMs. https://www.coursera.org/programs/learning-program-for-family-iwira/learn/generative-ai-with-llms?source=search
Stanford CS223A Introduction to Robotics https://online.stanford.edu/courses/cs223a-introduction-robotics Stanford AA274A Principles of Robot Autonomy I https://online.stanford.edu/courses/aa274a-principles-robot-autonomy-i Stanford CS237B Principles of Robot Autonomy II https://online.stanford.edu/courses/cs237b-principles-robot-autonomy-ii
- Full Fledged LLM course on Github https://github.com/mlabonne/llm-course
- LLM Bootcamp. fullstackdeeplearning.com
- https://www.youtube.com/watch?v=UU1WVnMk4E8 freecodecamp.org
- Coding LLMs from scratch. https://www.youtube.com/watch?v=quh7z1q7-uc. Sebastian Raschka
- Let's Build GPT https://youtu.be/kCc8FmEb1nY Andrej Karpathy
- IIT Delhi Course on LLMs https://lcs2-iitd.github.io/ELL881-AIL821-2401/
- Berkley LLM Agents MOOC https://www.youtube.com/playlist?list=PLS01nW3RtgopsNLeM936V4TNSsvvVglLc
- LLM Agents Berkley Course. https://rdi.berkeley.edu/llm-agents/f24
- nanoGPT: https://youtu.be/kCc8FmEb1nY
- LLM101n https://github.com/karpathy/LLM101n
These are my personal suggestions to get started in the amazing field of Deep Learning. Anoushkrit Goel