NSCC AI-HPC Curriculum Aspire2a – NSCC

NSCC AI-HPC Curriculum ASPIRE2A

Slides Handout

Topic 1 Introduction to AI and Machine Learning Lab

Topic 2 EDA and Feature Engineering Lab

Topic 3 Accelerated Data Science with GPU Rapids AI Lab

Topic 4 Deep Learning for Computer Vision Lab

Topic 5 Deep Learning for Natural Language Processing Lab

Topic 6 Large Scale Machine

Topic 7 Distributed & Multi GPU Deep Learning

Topic 8 AI HPC Infrastructure

Topic 8A AI HPC Principle

Topic 9 Deploying Models

Topic 10 AI HPC Curriculum Assignment

Slides

Topic 1 Introduction to AI and Machine Learning Lab

Topic 2 EDA and Feature Engineering Lab

Topic 3 Accelerated Data Science with GPU Rapids AI Lab

Topic 4 Deep Learning for Computer Vision Lab

Topic 5 Deep Learning for Natural Language Processing Lab

Topic 6 Large Scale Machine

Topic 7 Distributed & Multi GPU Deep Learning

Topic 8 AI HPC Infrastructure

Topic 8A AI HPC Principle

Topic 9 Deploying Models

Topic 10 AI HPC Curriculum Assignment

Labs PDF

Topic 1 Introduction to AI and Machine Learning Lab

Topic 2 EDA and Feature Engineering Lab

Topic 3 Accelerated Data Science with GPU Rapids AI Lab

Topic 4 Deep Learning for Computer Vision Lab

Topic 5 Deep Learning for Natural Language Processing Lab

Topic 6 Large Scale Machine

Topic 7 Distributed & Multi GPU Deep Learning

Topic 8 AI HPC Infrastructure

Topic 9 Deploying Models

Videos

Topic 1

Introduction to AI and Machine Learning Lab

Part 1

Part 2

Part 3

Part 4

Part 5

Part 6

Part 7

Topic 2

Topic 3

Topic 4

Topic 5

Topic 6

Topic 7

Topic 8

Topic 8A

Topic 9

Topic 10