Video Content

Day 1 - Introduction to Machine Learning (Part1-2 and Part3) and BRAILS

  • Pre-class content

    • Introduction to Machine Learning:

    • Neural Networks and Deep Learning:

    • Image Classification in Tensorflow: Video

    • BRAILS (live)

Day 2 - Object Detection and Semantic Segmentation

  • Pre-class content

    • Sliding Window Object Detection:

    • Early One-Stage and Two-Stage Object Detector Algorithms:

    • State of the Art Object Detection Algorithms, Detection Datasets:

    • An Overview of Image Segmentation Algorithms:

      * State of the Art Image Segmentation Algorithms, Segmentation Datasets:

Day 3 - Neural Network Architectures

  • Pre-class content

    • Multi-Layer Perceptron:

    • Convolutional Neural Networks:

    • Attention Networks:

    • Transformers: