Abhay Kansal

Incubated and led efforts in ML Engineering, MLOps, Computer Vision, and Data Engineering to develop, maintain, and deploy at scale. Led and expanded a cross-functional AI/ML practice spanning Data Engineering, Deep Learning, ML Engineering & MLOps. Developed and deployed finetuned STT models for multiple Indian languages, architected intelligent document processing platforms, built and deployed in-house Deep Learning/DS solutions, optimized deep learning deployment workflows, trained and deployed domain-specific small LLMs/VLMs, migrated observability stack, implemented scalable data engineering solutions, and architected real-time data pipelines.

Led development and productionisation of various computer vision models. Implemented approaches for image classification and object detection, deployed models in production with ONNX & TensorRT, improved resource utilization and inference latency, created accuracy and benchmarking metrics, designed and developed solutions for real-time inference on premise, containerized solutions for edge compute infrastructure, and implemented real-time video capture and processing pipelines.

Led efforts on data modeling using ML/DL methods, established ETL strategies for insightful reporting, defined strategy and architecture of new products, developed in-house greenfield platforms/products for BI/DS at scale, built models for AC state identification, developed energy forecast and anomaly detection models, analyzed data packets from microcontrollers, built energy disaggregation models, and developed advanced analytics BI platform.

Worked on NGOs donor datasets to analyze and model behavior in donation patterns, studied consumption patterns for detergent packages in different demographics, and contributed to research in marketing analytics.

Conducted research in numerical simulation, ran modeling and simulation jobs for nuclear risk assessment studies using proprietary codes.

Developed and studied coupling interface for multiphysics & multiscale simulation problems for nuclear reactor study, ported Montecarlo code for neutron transport, ran modeling and simulation jobs for nuclear risk assessment.

Worked as R&D engineer, did numerous design projects with varied criticality, contributed to engineering and product development.