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15 Machine Learning Lessons I Wish I Knew Earlier

Infinite Codes

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15 Machine Learning Lessons I Wish I Knew Earlier

189 763 просмотра · 1 год назад
Infinite Codes
137 тыс. подписчиков
189 763 просмотра · 1 год назад
15 Machine Learning Lessons I Wish I Knew Earlier ######################################### I just started my own Patreon, in case you want to support! Patreon Link:   / 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)    • How to Learn Machine Learning in 2024 (7 s...   All Machine Learning algorithms explained in 17 min    • All Machine Learning algorithms explained ...   The Math Skills that make Machine Learning easy (and how you can learn it)    • How Math makes Machine Learning easy (and ...   Machine Learning Playlist:    • How Math makes Machine Learning easy (and ...   Git/Github Playlist:    • How to clone GitHub Repository (2024 updated)   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