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.
Applied AI Research at AWS with Alex Smola - #487
Causal Models in Practice at Lyft with Sean Taylor - #486
Using AI to Map the Human Immune System w/ Jabran Zahid - #485
Learning Long-Time Dependencies with RNNs w/ Konstantin Rusch - #484
What the Human Brain Can Tell Us About NLP Models with Allyson Ettinger - #483
Probabilistic Numeric CNNs with Roberto Bondesan - #482
Building a Unified NLP Framework at LinkedIn with Huiji Gao - #481
Dask + Data Science Careers with Jacqueline Nolis - #480
Machine Learning for Equitable Healthcare Outcomes with Irene Chen - #479
AI Storytelling Systems with Mark Riedl - #478
Creating Robust Language Representations with Jamie Macbeth - #477
Reinforcement Learning for Industrial AI with Pieter Abbeel - #476
AutoML for Natural Language Processing with Abhishek Thakur - #475
Inclusive Design for Seeing AI with Saqib Shaikh - #474
Theory of Computation with Jelani Nelson - #473
Human-Centered ML for High-Risk Behaviors with Stevie Chancellor - #472
Operationalizing AI at Dataiku with Conor Jensen - #471
ML Lifecycle Management at Algorithmia with Diego Oppenheimer - #470
End to End ML at Cloudera with Santiago Giraldo - #469 [TWIMLcon Sponsor Series]
ML Platforms for Global Scale at Prosus with Paul van der Boor - #468 [TWIMLcon Sponsor Series]
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