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CURRICULUM / 01

PyTorch notebooks for beginners.

Four self-paced lessons, from tensors to CNNs. Open them in Colab and begin.

TRACK · Foundations FORMAT · Google Colab Notebooks TIME · 1-2 Weeks PREREQ · Python basics
NOTEBOOKS

Build your foundation.

Tensors notebook[ image · tensors ]
01 / FOUNDATIONS BEGINNER

PyTorch Fundamentals & Tensors

PyTorch, Tensors, shapes, GPUs. ~1 hrs.

Open in Colab →
Training loop notebook[ image · training loop ]
02 / WORKFLOW BEGINNER

PyTorch Workflow & Linear Regression

Build your first AI model by hand. ~2 hrs.

Open in Colab →
Classification notebook[ image · classification ]
03 / CLASSIFICATION INTERMEDIATE

Classification Networks

Activations, cross-entropy, multi-class classification. ~3 hrs.

Open in Colab →
CNN notebook[ image · CNN filters ]
04 / COMPUTER VISION INTERMEDIATE

Computer Vision & CNNs

Convolutions, pooling, FashionMNIST Classification. ~3 hrs.

Open in Colab →