Python, Linux environments, Sparsity post-training techniques, Generative AI, Speculative decoding, Inference-focused evaluations, Sparse attention, Quantization, Neural network pruning and compression, Machine Learning systems

error analysis , Ml, Nlp, Pytorch, Python, embeddings, fine-tuning, experiment tracking, Transformers, LLMs, overfitting, HuggingFace, train validation test splits, prompt engineering, precision recall F1, RAG

Pytorch, Python, DeepSpeed, Hugging Face, Hindi LLMs, multilingual NLP, Ray, Megatron, LangGraph, speech audio AI, AI evaluation pipelines, memory systems, RAG, FSDP

CSPM, Python, Shell scripting, Sql, DSPM, ASPM

simulated annealing , SQL Server, Autosched, discrete event simulation, Meta-Heuristics, ILOG CPLEX, evolutionary algorithms, Integer Programming, Gurobi, constraint programming, Linear Programming

Deep Learning, Pytorch, Python, ASR, Transformers, LLMs, distributed training, retrieval-augmented generation, agentic systems, speech understanding, Optimization, efficient inference

remediation , Python, Sql, Customer Support, Security Analysis, Publishing