Phase 03

Deep Learning Core

Neural networks from first principles. No frameworks until you build one yourself.

01The PerceptronBuild~60 minutesQuiz 02Multi-Layer Networks and Forward PassBuild~90 minutesQuiz 03Backpropagation from ScratchBuild~120 minutesQuiz 04Activation FunctionsBuild~75 minutesQuiz 05Loss FunctionsBuild~75 minutesQuiz 06OptimizersBuild~75 minutesQuiz 07RegularizationBuild~75 minutesQuiz 08Weight Initialization and Training StabilityBuild~90 minutesQuiz 09Learning Rate Schedules and WarmupBuild~90 minutesQuiz 10Build Your Own Mini FrameworkBuild~120 minutesQuiz 11Introduction to PyTorchBuild~75 minutesQuiz 12Introduction to JAXBuild~90 minutesQuiz 13Debugging Neural NetworksBuild~90 minutesQuiz 14Experiment Tracking and Hyperparameter SweepsBuild~60 minutesQuiz

“Stay hungry, stay foolish.”

— Steve Jobs