Day 4: Workflows and Foundation Models
16
Hands-On Lab: AI Workflows
Cyber2A: AI for Arctic Research
Course Overview
Day 1: Introduction to AI and Arctic Science
1
Breaking the Ice with AI in Arctic Science
2
AI for Everyone
3
AI-Ready Data in Arctic Research
4
Data Annotation: The Foundation of Deep Learning Models
5
Hands-On Lab: Data Annotation
Day 2: AI Fundamentals and Techniques
6
The Building Blocks of Neural Networks and Deep Learning
7
Introduction to PyTorch: Core Functionalities and Advantages
8
Hands-On Lab: PyTorch
9
Permafrost Discovery Gateway
10
AI Ethics
Day 3: Advanced AI Workflows and Models
11
Guest Lecture - Unveiling the ARTS Dataset for a Thawing Frontier
12
Exploring Advanced Neural Networks: Semantic Segmentation
13
Introduction to Deep Learning Libraries for Image Analysis
14
Hands-On Lab: MMSegmentation
Day 4: Workflows and Foundation Models
15
AI Workflows and MLOps: From Development to Deployment
16
Hands-On Lab: AI Workflows
17
Foundation Models: The Cornerstones of Modern AI
18
Hands-On Lab: Foundation Models
19
Reproducibility
Day 5: AI Frontiers
20
The Fun and Frontiers of AI: Innovation, Imagination, Interaction
References
Day 4: Workflows and Foundation Models
16
Hands-On Lab: AI Workflows
16
Hands-On Lab: AI Workflows
15
AI Workflows and MLOps: From Development to Deployment
17
Foundation Models: The Cornerstones of Modern AI