Course curriculum

  • 1

    Introduction

    • Introduction to Instructor
    • Course Outline
  • 2

    Introduction to TensorFlow

    • Module Introduction
    • TensorFlow Definition and Properties
    • Tensor Types and Tesnor Board
    • How to use TensorFlow
    • Google Colab
    • Exercise
    • Exercise Solution
    • Quiz
    • Quiz Solution
  • 3

    Building your first deep learning Project

    • Module Introduction
    • ANNs
    • TensorFlow Playground
    • Load TF and Data
    • Model Training and Evaluation
    • Project
    • Project Implementation
    • Quiz
    • Quiz Solution
  • 4

    Multi-layer Deep Learning Project

    • Module Introduction
    • Training and Epochs
    • Gradient Decent and Back Propagation
    • Bias Variance Trade-Off
    • Performance Metrics
    • Project Sales Predition
    • Quiz
    • Quiz Solution