In case you missed them, here is a thread (in no special order) of some machine learning guides and lists of recommendations I have carefully put together over the last few weeks.
I hope they are useful. Feedback is always appreciated.
Happy Learning!
[Thread]
I hope they are useful. Feedback is always appreciated.
Happy Learning!

[Thread]
Getting Started with Applied ML ResearchI strongly believe that applied ML research is just as important as theoretical research. Learn ways how to get started with applied ML research.
https://elvissaravia.substack.com/p/getting-started-with-applied-ml-research
My Recommendations to Learn Mathematics for Machine LearningMaths is fundamental to learning and building deeper intuitions about machine learning methods. This article includes my recommendations on resources where you can get started.
https://elvissaravia.substack.com/p/my-recommendations-to-learn-mathematics
Course Recommendations for Introductory Machine LearningYou may feel tempted to jump directly into building and training models in 10 lines of code. However, in doing so, you miss out on an opportunity to learn the fundamental of ML.
https://elvissaravia.substack.com/p/course-recommendations-for-introductory
Recommendations to Learn Machine Learning in ProductionMachine learning is no longer something only academics are curious to apply. Companies all over the world are powering their products using ML. Learn about ML in production using these resources:
https://elvissaravia.substack.com/p/my-recommendations-to-learn-machine
My Recommendations for Getting Started with NLPAs a data scientist, it's very important to learn how to analyze textual content and build machine learning models that work for text use cases. Learn NLP following some of these resources:
https://elvissaravia.substack.com/p/my-recommendations-for-getting-started
Guide to Awesome Machine Learning ProjectsYou have some knowledge of ML and want to build awesome machine learning projects that stand out. I have summarized a few tips on how to build awesome machine learning projects in this guide:
https://github.com/dair-ai/awesome-ML-projects-guide
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