Super Data Science: ML & AI Podcast with Jon Krohn 693: YOLO-NAS: The State of the Art in Machine Vision, with Harpreet Sahota
Jul 4, 2023
Data science expert Harpreet Sahota discusses machine vision, YOLO architectures, YOLO-NAS model, and developer relations with Jon Krohn. They explore the evolution of object detection models, neural architecture search, quantization methods, and challenges of deploying models on edge devices.
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8 9 10 11
Intro
00:00 • 3min
Professional Relationship and New Deep Learning Podcast
02:50 • 3min
Evolution of Machine Vision Tasks
05:36 • 7min
Evolution of Object Detection: From Hand-Engineered Features to YOLO Architectures
12:20 • 2min
Evolution of Object Detection Models
14:37 • 14min
Exploring YOLO NAS Object Detection Algorithm and Neural Architecture Search
28:46 • 6min
Neural Architecture Search and Computer Vision Tasks
34:25 • 8min
Exploring Quantization, YOLO-NAS Versions, and Model Deployment in Production
42:23 • 2min
Deploying Object Detection Models on Small Devices
44:37 • 18min
Communication Skills, Continuous Learning, and Future Growth in AI
01:02:28 • 15min
Insights on Object Detection and Future of AI in Machine Vision
01:17:18 • 3min