Speaking & Teaching
Official CVPR tutorials, invited talks and hands-on instruction on production GenAI, Edge AI, model compression and deploying neural networks under real constraints.
Invite Anuj to speakDemonstrator
Deploying Multi-Modal Models in Edge AI Devices
CVPR 2025 — A live technical demonstration of multimodal AI deployment on edge hardware, included in the official CVPR demonstration program.
Invited speaker
Decoding the Giants: Unveiling the Mysteries of Large Language Models
International Institute of Business Analysis — A technical session on how LLMs evolved, what they can do, where they fail, and the considerations teams face when putting them to work.
Co-organizer & instructor
Edge AI in Action: Practical Approaches to Developing and Deploying Optimized Models
CVPR 2024 — Co-created and delivered an official 3.5-hour tutorial on taking models from research to production under fixed memory, latency and hardware constraints.
Conference speaker
Model Compression Techniques for Edge AI
AI Hardware & Edge AI Summit — Quantization, pruning and knowledge distillation in practice: which techniques survive contact with real hardware, and what each one actually costs in accuracy.
Workshop instructor
Deploying TFLite Model with Flutter
ML Chandigarh — A hands-on workshop taking a TensorFlow Lite model from training to a running Flutter app on both Android and iOS.
Speaker & instructor
Deploying Machine Learning Models Efficiently on Mobile Devices
General Assembly / Boston New Technology — A practical session on deployment constraints, optimization choices, and the trajectory of machine learning on mobile hardware.
Meetup speaker
Machine Learning Inference on Mobile Devices
Deep Learning in Production Meetup — What changes when inference moves from a server to a phone — memory, latency, battery, and the optimization strategies that matter most.
Teaching & technical service
Helping other people build.
I have taught practical ML deployment, advised an institutional program and helped practitioners resolve model-development problems in public technical communities.
Program Advisor
UC Irvine · Customer Experience Certificate Program
Advised on customer-focused innovation and using data to accelerate and improve decisions.
Instructor
General Assembly
Taught practical on-device machine learning across mobile and embedded platforms, from model training through deployment.
Community Mentor
PyTorch Forums
Helped practitioners resolve PyTorch and model-development issues across training, architectures, debugging, performance and implementation.
Co-organizer
TensorFlow User Group Chandigarh
Helped organize a practitioner community for talks and workshops spanning TensorFlow, mobile ML and production deployment.