Deep Learning

Introduction

  • About this course
  • General Information
  • Learning Objectives
  • Outlines
  • Grading Scheme
  • Copyrights and Trademarks

Module 1 - Intro to Deep Learning

  • Learning Objectives
  • Introduction to Deep Learning (4:23)
  • Deep Learning Pipeline (5:57)

Module 2 - Hardware Accelerated Deep Learning

  • Learning Objectives
  • GPU-Accelerated Deep Learning Introduction (0:57)
  • Parallelism in Deep Learning (3:15)
  • Deep Learning with GPU vs CPU
  • Single-GPU vs Multi-GPU Deep Learning
  • Lab1 -Environment Setup

Module 3 - Deep Learning in the Cloud

  • Learning Objectives
  • Hardware Accelerators (4:15)
  • How does one use a GPU? (3:52)
  • Deep Learning in the Cloud (4:56)
  • Optional: Lab - How to run deep learning model in the Cloud

Module 4 - Advanced Deep Learning

  • Learning Objectives
  • Distributed Deep Learning (1:31)
  • Deep Learning without Coding: PowerAI vision (2:27)
  • Object recognition with PowerAI vision (11:17)

Module 5 - Deep Learning Project

  • Learning Objectives
  • What is the final project?
  • How to do the project?

Reference : https://learning.edx.org/course/course-v1:IBM+DL0122EN+2T2020