Introduction to Deep Learning (2019)

Description

Course Curriculum

Module: 1 – Image Classification Fundamentals

  • Image Classification Fundamentals
    00:00

Module: 2 – Data Cleaning, Production Workflows, and SGD From Scratch

Module: 3 – Data Blocks, Multi-Label Classification, and Segmentation

Module: 4 – NLP, Tabular Data, Collaborative Filtering, and Embeddings

Module: 5 – Backpropagation, Accelerated SGD, and Building Neural Nets From Scratch

Module: 6 – Regularization Techniques, Convolutions, and Data Ethics

Module: 7 – ResNets From Scratch, U-Net Architecture, and Generative Adversarial Networks

$14.00 $114.00