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tanmaynaik11/README.md

๐Ÿ‘‹ Hi, I'm Tanmay Naik

๐ŸŽ“ Machine Learning Engineer | Data Scientist | Generative AI Enthusiast
๐Ÿ“ Based in the U.S. | ๐ŸŒ Open to opportunities in ML and Data Science
๐Ÿ“ซ [email protected] | LinkedIn | GitHub


๐Ÿ”ง Tech Stack

Python PyTorch TensorFlow SQL Docker FastAPI AWS GCP HuggingFace PySpark


๐Ÿš€ About Me

Machine Learning Engineer and Data Scientist with 3+ years of industry experience building scalable ML systems, real-time predictive models, and end-to-end AI pipelines across fintech, healthcare, and biometrics domains. Recent grad with a Masterโ€™s in Information Science (Machine Learning) at the University of Arizona (May 2025), with a strong foundation in deep learning, LLM fine-tuning, cloud-native deployment, and data engineering at scale.

Proven track record of delivering production-ready solutionsโ€”ranging from financial market predictors to real-time biometric security systemsโ€”leveraging advanced ML techniques. Adept at working with large, multimodal datasets (structured, time-series, unstructured), and experienced in building and deploying LLM-based agents, reinforcement learning models, and Fine-tuned LLms to production.

Skilled in Python, SQL, PySpark, and major ML libraries (TensorFlow, PyTorch, HuggingFace Transformers). Hands-on with cloud platforms (AWS, Azure), MLOps tools (Docker, MLflow, Kubernetes), and data infrastructure technologies (Airflow, Kafka, Redshift). Passionate about research, having led academic work on retentive networks and progressive expansion for hyperspectral image classification.

Driven by a balance of technical depth and business impact, I bring a research-backed, solution-oriented mindset to every ML initiativeโ€”bridging the gap between data, insights, and real-world outcomes.


๐Ÿง  Highlight Projects

๐Ÿ“„ Multi-Agent Resume-JD analyzer system

Leveraged RAG, LangGraph, Qdrant and Redis to build a multi agent system. Analyzes Resume and JD to give matching score not just based on skills from skills section but extracting skill from other section by leveraging LLM and promp-engineering.

๐Ÿ’น SRDDQN Stock Trading Agent

๐Ÿ”ง Reinforcement learning with self-rewarding dynamics using TimesNet
๐Ÿ“ˆ Achieved 40% ROI on DJI index over 3 years

๐Ÿ“„ Fine-tuned LLaMA with QLoRA

๐Ÿ” Fine-tuned TinyLLaMA with QLoRA for enterprise documents ๐Ÿ“š Evaluated its performance on base model with deepeval

๐Ÿ“„ FinGPT-QA Assistant

๐Ÿ” Fine-tuned TinyLLaMA with LoRA + RAG for financial document QA
๐Ÿ“š Indexed 100K+ filings with ChromaDB and served with FastAPI


๐ŸŒ Let's Connect


"Build things that matter, and optimize what learns from them."

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  1. multiagent-resume-analyzer multiagent-resume-analyzer Public

    Python 1

  2. LLama-Finetuning-QLoRA- LLama-Finetuning-QLoRA- Public

    Python

  3. Finetuned-financial-QA-assistant Finetuned-financial-QA-assistant Public

    Python

  4. -Self-Rewarding-Deep-Reinforcement-Learning -Self-Rewarding-Deep-Reinforcement-Learning Public

    Python 1

  5. Cybersecurity-Intrusion-Detection-Using-Graph-Neural-Networks Cybersecurity-Intrusion-Detection-Using-Graph-Neural-Networks Public

    Python

  6. finpilot finpilot Public

    Python