15 Machine Learning Lessons I Wish I Knew Earlier

15 Machine Learning Lessons I Wish I Knew Earlier ######################################### I just started my own Patreon, in case you want to support! Patreon Link: https://www.patreon.com/c/InfiniteCodes ######################################### In this video, I will tell you 15 lessons I learned over the years that could have made my Machine Learning journey easier to save you some time. Also Watch: How to Learn Machine Learning in 2024 (7 step roadmap) https://youtu.be/jwTaBztqTZ0 All Machine Learning algorithms explained in 17 min https://youtu.be/E0Hmnixke2g The Math Skills that make Machine Learning easy (and how you can learn it) https://youtu.be/wOTFGRSUQ6Q Machine Learning Playlist: https://www.youtube.com/watch?v=wOTFGRSUQ6Q&list=PLbdTl8vSSyUDAvDPc1r3j9itciu_kb5vG&ab_channel=InfiniteCodes Git/Github Playlist: https://www.youtube.com/watch?v=ZFFtMyOFPe8&list=PLbdTl8vSSyUBJg6PI9AqfJBw8U0y9J3kY&ab_channel=InfiniteCodes ### Chapters ### 00:00 - Intro 00:21 - Imposter Syndrome Happens to Everyone 01:23 - Fundamentals Are Your Best Friend 03:08 - You Don’t Need to Memorize Everything 03:50 - Modeling Isn’t the Hard Part 04:44 - Understand the Business Problem First 05:35 - The Power of EDA & Visualization 07:10 - Feature Engineering is Key 08:24 - Don’t Get Stuck in Algorithm Obsession 09:57 - Understanding The Bias-Variance Tradeoff and Proper Validation Are Key to Building Useful Models 11:57 - Generalize Before Specializing 12:41 - Data Science is a Team Sport 14:18 - You'll Always Be a Student 14:46 - There’s more to AI than Machine Learning 15:50 - Real-World Projects beats Kaggle Competitions beats Tutorials & Toy Data 17:20 - Network as Much as You Can