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Artificial intelligence · Level 3 — Professional

Deep learning and neural networks

Neural networks, PyTorch, computer vision, language processing and transformers.

This course’s lessons are being written; see the syllabus and plan ahead.

  • Taught by Mahdi Mashaal

Who it is for

  • Someone past applied machine learning

After this course

  • Build, train and improve a neural network

Before you start

  • Applied machine learning

Syllabus

  1. 1Neural networksComing
    1. Neurons and layersComing
    2. BackpropagationComing
  2. 2PyTorchComing
    1. TensorsComing
    2. The training loopComing
  3. 3Computer visionComing
    1. Convolutional networksComing
  4. 4LanguageComing
    1. EmbeddingsComing
    2. TransformersComing
  5. 5The level projectComing
    1. Project: your modelComing

The level project

A vision or language model on your own data

Passing this level means: works in a team’s codebase — Flame medal