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AI Education

Accelerate your research, learn to optimize AI production systems and more with classes, webinars, and workshops.

Deep Learning Fundamentals with Sebastian Raschka

Sebastian Raschka

In this course, Sebastian Raschka, a best-selling author and professor, will teach you deep learning (machine learning with deep learning) from the ground up via a course of 10 units with bite-sized videos, quizzes, and exercises. The entire course is free and uses the most popular open-source tools for deep learning.

What will you learn in this course?

  • • What machine learning is and when to use it
  • • The main concepts of deep learning
  • • How to design deep learning experiments with PyTorch
  • • How to write efficient deep learning code with PyTorch Lightning
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Lightning Bits

Lightning Bits is a series of brief videos designed to teach beginners how to use tools such as IDEs, Git, and the terminal to better prepare for machine learning and AI projects.

Jupyter Notebooks vs Python Projects
EP 01: Jupyter Notebooks vs Python Projects
Using the Mac Terminal and 8 key commands
EP 02: 8 Terminal Commands for Mac Users
Virtual Envrionments for Python
EP 03: Virtual Environments for Python
Integrated Developer Environments - IDEs
EP 04: Integrated Developer Environments (IDEs)
Debugging Python code
EP 05: How to Debug Python Code
Version Control Using Git
EP 06: Version Control Using Git
Git Branching
EP 07: Git Branching
GitHub Pull Requests
EP 08: Creating a Pull Request on GitHub
Collaborating on GitHub with Pull Requests
EP 09: Collaborating on GitHub
Python Classes and Object-Oriented Programming
EP 10: Python Classes and Object-Oriented Programming


Building an Image Search App in Lightning Studios using CLIP – Video
Building an Image Search App in Lightning Studios using CLIP
How to Triple Your Model’s Inference Speed
Reduce Infrastructure Cost by Moving Beyond MLOps

StatQuest with Josh Starmer

StatQuest breaks down complicated Statistics and Machine Learning methods into small, bite-sized pieces that are easy to understand. StatQuest doesn't dumb down the material, instead, it builds you up so that you are smarter and have a better understanding of Statistics and Machine Learning.