Deep Learning

Price range: $ 185 through $ 375

Explore the deep learning workflow from tensors and training loops to convolutional networks, attention and transformers.

Training Delivery

Clear

Description
Additional information

About this course

Explore the deep learning workflow from tensors and training loops to convolutional networks, attention and transformers.

This advanced course is part of the AI & Generative AI school. Work through the curriculum below in a instructor-led / cohort format, with an estimated study time of 25 h.

Course curriculum

Module 1 — Tensors and Autograd
Module 2 — Training Neural Networks
Module 3 — Making Networks Generalise
Module 4 — Convolutional Neural Networks
Module 5 — Transfer Learning
Module 6 — Sequences, Embeddings and Attention
Module 7 — Transformers
Module 8 — Experiments and Responsible Deep Learning

Applied learning

Case Study — Tropica Environmental Agency: deep learning for land and flood monitoring
Lab 1 — Land-cover classifier from scratch
Lab 2 — Flood detection with transfer learning
Lab 3 — Transformer message classifier
Capstone — Deep Learning Project