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30 Problems

PyTorch Sheet

Get started with PyTorch for deep learning. Understand tensors, automatic differentiation, and how to build and train neural networks.

12 Easy7 Medium3 Hard

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6 sections

Tensor Factory Tensor Operations Tensor Shape Manipulation Basic Autograd Activation Functions PyTorch Foundations Quiz10 questions

Simple Neural Network Custom Linear Layer Loss Functions Batch Normalization Dropout from Scratch

Softmax from Scratch Mini Training Loop Gradient Accumulation Manual Weight Update Early Stopping PyTorch Training Loop Quiz10 questions

Optimizer Scheduler Weight Initialization Custom Dataset Class Balanced DataLoader Transform Pipeline PyTorch Training Infrastructure Quiz10 questions

Custom SGD with Momentum Conv2d from Scratch RNN Cell from Scratch Attention Mechanism from Scratch Learning Rate Warmup Scheduler PyTorch Advanced Topics Quiz10 questions

LSTM Cell from Scratch Multi-Head Attention Masked Causal Attention Residual Block Beam Search Decoding

Summary

Total30

Easy12

Medium7

Hard3

Progress0%

Quizzes0/4