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Machine Learning with JAX - From Zero to Hero | Tutorial #1

❤️ Become The AI Epiphany Patreon ❤️   / theaiepiphany   👨‍👩‍👧‍👦 Join our Discord community 👨‍👩‍👧‍👦   / discord   With this video I'm kicking off a series of tutorials on JAX! JAX is a powerful and increasingly more popular ML library built by the Google Research team. The 2 most popular deep learning frameworks built on top of JAX are Haiku (DeepMInd) and Flax (Google Research). In this video I cover the basics as well as the nitty-gritty details of jit, grad, vmap, and various other idiosyncrasies of JAX. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ JAX GitHub: https://github.com/google/jax ✅ JAX docs: https://jax.readthedocs.io/ ✅ My notebook: https://github.com/gordicaleksa/get-s... ✅ Useful video on autodiff:    • What is Automatic Differentiation?   ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00:00 What is JAX? JAX ecosystem 00:03:35 JAX basics 00:10:05 JAX is accelerator agnostic 00:15:00 jit explained 00:17:45 grad explained 00:27:25 The power of JAX autodiff (Hessians and beyond) 00:31:00 vmap explained 00:36:50 JAX API (NumPy, lax, XLA) 00:39:40 The nitty-gritty details of jit 00:46:55 Static arguments 00:50:05 Gotcha 1: Pure functions 00:56:00 Gotcha 2: In-Place Updates 00:57:35 Gotcha 3: Out-of-Bounds Indexing 00:59:55 Gotcha 4: Non-Array Inputs 01:01:50 Gotcha 5: Random Numbers 01:09:40 Gotcha 6: Control Flow 01:13:45 Gotcha 7: NaNs and float32 02:15:25 Quick summary 02:16:00 Conclusion: who should be using JAX? 02:17:10 Outro ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany -   / theaiepiphany   One-time donation - https://www.paypal.com/paypalme/theai... Huge thank you to these AI Epiphany patreons: Eli Mahler Petar Veličković Bartłomiej Danek Zvonimir Sabljic ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💼 LinkedIn -   / aleksagordic   🐦 Twitter -   / gordic_aleksa   👨‍👩‍👧‍👦 Discord -   / discord   📺 YouTube -    / theaiepiphany   📚 Medium -   / gordicaleksa   💻 GitHub - https://github.com/gordicaleksa 📢 AI Newsletter - https://aiepiphany.substack.com/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #jax #machinelearning #framework