Remote worker with 2+ years of experience - Last seen 15 days ago

ML Engineer and Researcher with 4+ years of experience specializing in large language model (LLM) systems, GPU kernel engineering, and production machine learning infrastructure. Trained a 700M-parameter hybrid Mamba-2/Transformer LLM from scratch; implemented FlashAttention-2 CUDA kernels achieving 2.1x throughput over PyTorch baseline; built a speculative decoding inference runtime delivering 2.4x CPU inference speedup with mathematically identical output guarantees. Founding Engineer at a funded Web3 startup with deep expertise in distributed systems, model alignment (RLHF, DPO, GRPO), mechanistic interpretability research, and scalable ML deployment. Proven track record bridging ML research and production engineering from CUDA kernel profiling to architecture design to cloud-scale deployment on AWS.

🛂 Nationality	🇮🇳 India
🏡 Residency	🇮🇳 India
📍 Location	🇮🇳 India
Remote OK	rok.co/@manipal0210
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Skilled in	machine learning ai deep learning llm generative ai research nlp pytorch tensorflow python data science algorithms modeling experimentation applied ai transformers rag langchain llamaindex embeddings semantic search retrieval vector db pinecone faiss chromadb qdrant hybrid search reranking fine tuning lora qlora rlhf dpo ppo sft alignment evaluation mmlu humaneval benchmarking perplexity inference optimization quantization tensorrt vllm llama cpp cuda gpu hpc distributed fsdp deepspeed megatron scaling systems mamba ssm moe research ai backend api rest fastapi microservices docker kubernetes aws sagemaker cicd devops data engineering kafka redis postgresql
Fluent in	englishhindi
Preferred timezone	(GMT+5:30)
Preferred annual pay (min)	$45,000/year
Preferred hourly pay (min)	$35/hour
Last seen	15 days ago
Signed up	2 years ago
Badges	👨‍💻 Remote worker 🎨 Maker 🎖 Early adopter