Today we kick off our coverage of the 2023 CVPR conference joined by Fatih Porikli, a Senior Director of Technology at Qualcomm. In our conversation with Fatih, we covered quite a bit of ground, touching on a total of 12 papers/demos, focusing on topics like data augmentation and optimized architectures for computer vision. We explore advances in optical flow estimation networks, cross-model, and stage knowledge distillation for efficient 3D object detection, and zero-shot learning via language models for fine-grained labeling. We also discuss generative AI advancements and computer vision optimization for running large models on edge devices. Finally, we discuss objective functions, architecture design choices for neural networks, and efficiency and accuracy improvements in AI models via the techniques introduced in the papers.
Can Language Models Be Too Big? 🦜 with Emily Bender and Margaret Mitchell - #467
Applying RL to Real-World Robotics with Abhishek Gupta - #466
Accelerating Innovation with AI at Scale with David Carmona - #465
Complexity and Intelligence with Melanie Mitchell - #464
Robust Visual Reasoning with Adriana Kovashka - #463
Architectural and Organizational Patterns in Machine Learning with Nishan Subedi - #462
Common Sense Reasoning in NLP with Vered Shwartz - #461
How to Be Human in the Age of AI with Ayanna Howard - #460
How to Be Human in the Age of AI with Ayanna Howard - #460
Evolution and Intelligence with Penousal Machado - #459
Innovating Neural Machine Translation with Arul Menezes - #458
Building the Product Knowledge Graph at Amazon with Luna Dong - #457
Towards a Systems-Level Approach to Fair ML with Sarah M. Brown - #456
AI for Digital Health Innovation with Andrew Trister - #455
System Design for Autonomous Vehicles with Drago Anguelov - #454
Building, Adopting, and Maturing LinkedIn's Machine Learning Platform with Ya Xu - #453
Expressive Deep Learning with Magenta DDSP w/ Jesse Engel - #452
Semantic Folding for Natural Language Understanding with Francisco Weber - #451
The Future of Autonomous Systems with Gurdeep Pall - #450
AI for Ecology and Ecosystem Preservation with Bryan Carstens - #449
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