Learn Machine Learning in 3 Months (PyTorch Curriculum)
How is a beginner supposed to get started learning machine learning? I'm going to describe a free 3 month curriculum to help you go from beginner to well-versed in modern machine learning. Transformers, Diffusers, Large Language Models, and dozens of new ML Ops tools have been released the past few years! The field of ML has changed so much and there are so many new tools to learn. Using the help of AI services, we can learn a lot faster than usual. This learning plan is something I'd create for myself if I were to get started today, but I'm going to open source it for you guys. This curriculum will cover all the math concepts, machine learning, deep learning, ML Ops, and tons of cool projects to get you up to speed with the field as fast as possible. If anyone asks how to best get started with machine learning, direct them to this video!
Curriculum from this video:
https://github.com/llSourcell/LearnML
Subscribe! And like. And comment. That's what keeps me going.
Want more education? Connect with me here:
Twitter: https://twitter.com/sirajraval
Instagram: https://www.instagram.com/sirajraval
Facebook: https://www.facebook.com/sirajology
Join our discord:
https://discord.gg/zgEJxeYA2X
Curriculum Links
-----------------------------------------------------
Month 1: Machine Learning
Week 1: Python Fundamentals - https://allendowney.github.io/DSIRP/index.html
Week 2: Math of Machine Learning -
http://www.xaktly.com/XMathMain.html
Week 3: Data Analysis -
https://www.kaggle.com/learn
Week 4: Machine Learning Techniques -
https://github.com/ipython-books/cookbook-2nd
Month 2: Deep Learning
Week 1: Neural Networks
http://d2l.ai/
Week 2: Transformers
https://huggingface.co/course/chapter1/1
Week 3: Diffusers
https://www.fast.ai/posts/part2-2022-preview.html
Week 4: Deep Reinforcement Learning
https://simoninithomas.github.io/deep-rl-course/
Month 3: Machine Learning Operations
Week 1: Design -
https://madewithml.com/
Week 2: Development -
https://fullstackdeeplearning.com/course/2022/
Week 3: Production -
https://github.com/DataTalksClub/mlops-zoomcamp
Week 4: Data Engineering -
https://github.com/DataTalksClub/data-engineering-zoomcamp/ Join my AI community: http://chatgptschool.io/
Видео Learn Machine Learning in 3 Months (PyTorch Curriculum) канала Siraj Raval
Curriculum from this video:
https://github.com/llSourcell/LearnML
Subscribe! And like. And comment. That's what keeps me going.
Want more education? Connect with me here:
Twitter: https://twitter.com/sirajraval
Instagram: https://www.instagram.com/sirajraval
Facebook: https://www.facebook.com/sirajology
Join our discord:
https://discord.gg/zgEJxeYA2X
Curriculum Links
-----------------------------------------------------
Month 1: Machine Learning
Week 1: Python Fundamentals - https://allendowney.github.io/DSIRP/index.html
Week 2: Math of Machine Learning -
http://www.xaktly.com/XMathMain.html
Week 3: Data Analysis -
https://www.kaggle.com/learn
Week 4: Machine Learning Techniques -
https://github.com/ipython-books/cookbook-2nd
Month 2: Deep Learning
Week 1: Neural Networks
http://d2l.ai/
Week 2: Transformers
https://huggingface.co/course/chapter1/1
Week 3: Diffusers
https://www.fast.ai/posts/part2-2022-preview.html
Week 4: Deep Reinforcement Learning
https://simoninithomas.github.io/deep-rl-course/
Month 3: Machine Learning Operations
Week 1: Design -
https://madewithml.com/
Week 2: Development -
https://fullstackdeeplearning.com/course/2022/
Week 3: Production -
https://github.com/DataTalksClub/mlops-zoomcamp
Week 4: Data Engineering -
https://github.com/DataTalksClub/data-engineering-zoomcamp/ Join my AI community: http://chatgptschool.io/
Видео Learn Machine Learning in 3 Months (PyTorch Curriculum) канала Siraj Raval
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