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koachgg/README.md

Hi πŸ‘‹, I'm Belo Abhigyan

AI/GenAI Engineer Β· Award-Winning Innovator Β· Research & Production Impact Β· LLMs β€’ RAG β€’ Agentic AI β€’ OSS Contributor

koachgg


🚩 Value Proposition

My focus is on the full AI lifecycle: from R&D in multimodal and agentic systems to building production-ready, optimized pipelines that deliver real-world impact.


πŸ† Highlights

Hackathon & Competition Wins:

  • πŸ₯‡ 1st Place, AI Hiring Show by Rabbitt AI: Led winning team (500+) for an LLM financial assistant.
  • πŸ₯‰ Winner, Hire-A-Thon (Geek Room & InvoLead): Top 3 out of 800+ for advanced speech AI solutions.
  • πŸ₯‰ Winner, SkyHack 2.0 (United Airlines): Recognized among 1600+ candidates from top institutes.
  • πŸ… 5th Place, Data Engineering Summit 2025: E-commerce Product Rating Prediction.

Research & Kaggle:

  • πŸ† Top 10 (International), LT-EDI@LDK 2025: Misogyny Meme Detection shared task.
  • πŸ† Top 10, FIRE 2025 DravidianCodeMix: Offensive Language Identification shared task.
  • πŸ’‘ Kaggle Top 6%, NIFTY50 Options Volatility Prediction: Outperformed nearly 2,000 participants.
  • πŸ’‘ Kaggle 17th/600+, SHL Grammar Scoring: Developed a BERT-based NLP system for audio transcript evaluation.

Professional Recognition:

  • πŸ₯‡ Keploy API Fellow β€˜25: Top 5% of 18,500+ global applicants.
  • πŸ›‘οΈ UGC NET Qualified (June 2024): Top 6% for Assistant Professor & Ph.D. admission.
  • ✈️ AFCAT Qualified (Aug 2024): Recommended for SSB.
  • πŸ’» 400+ DSA Problems Solved across LeetCode and other platforms.

πŸš€ Signature Projects

Airavata LLM Quantization Pipeline | Python, PyTorch, Transformers, FastAPI, Docker

Mission: To make a 6.87B parameter LLM practical for production by shrinking its size and increasing its speed.

  • Impact: Achieved 4x memory reduction and 2-4x faster inference using INT8/INT4/GPTQ techniques.
  • Features: Built a production-ready FastAPI backend and a complete Dockerized benchmarking suite to measure latency, throughput, and resource utilization.

Enhanced LinkedIn Sourcing Agent | Python, LLM Integration, FastAPI, Async Programming

Mission: To build a multi-source agentic workflow that automates candidate discovery and scoring.

  • Impact: Enabled 4x faster candidate sourcing with a more accurate, AI-powered technical credibility score.
  • Features: Integrated multiple LLMs (Gemini, Groq) with A/B testing, and validated data across LinkedIn, GitHub, and academic sites.

Voices-Reimagined (Speech-to-Speech AI Pipeline) | Wav2Vec2, Pyannote, SpeechBrain

Mission: To create a real-time system that understands the full context of a conversation, not just the words.

  • Impact: Won a Top 3 prize at a national-level hackathon for its advanced capabilities.
  • Features: Integrated multilingual transcription, speaker diarization, emotion detection, and summarization into a single, real-time workflow.

RAGBot for DUCS | FAISS, Sentence Transformers, Google Gemini

Mission: To build an academic chatbot to provide accurate, real-time answers for 500+ university department users.

  • Impact: Reduced query latency and improved answer accuracy for departmental Q&A.
  • Features: Implemented a Retrieval-Augmented Generation pipeline using FAISS for efficient knowledge retrieval and Sentence Transformers for semantic search.

πŸ’Ό Professional Experience

  • Data Science Intern (GenAI), Involead: Led GenAI research (Knowledge Distillation, RAG); published internal whitepaper; built/deployed scalable ML pipelines for clients using AWS, MongoDB, and Docker.
  • Machine Learning Intern, IBM (CSRBOX): Built SVR models for academic prediction; applied data analytics for SDG-focused projects.
  • Data Analyst, Dusker AI: Automated data ETL and reporting; scaled SQL analytics on live education data to deliver insights to product leads.
  • Data Science Intern, CodSoft: Delivered data cleaning, preprocessing, and modeling for real-world data science projects.

🌐 Open Source & Research Competitions

  • Sentence Transformers, UKPLab: Identified and helped resolve a critical JSON serialization bug in the library, enhancing stability for global developers. The fix was successfully merged.
  • Shared Tasks (Peer-Reviewed):
    • LT-EDI@LDK 2025: Top 10 globally in Misogyny Meme Detection (multimodal deep learning).
    • FIRE 2025 DravidianCodeMix: Top 10 in offensive language detection for code-mixed Indian languages.
    • CLMIR 2025: Designed and evaluated crosslingual math information retrieval systems.

πŸ› οΈ Technical Skills

πŸ’» Programming 🧠 ML / NLP & GenAI πŸ“Š Data / DB ☁️ Cloud / Deployment πŸ› οΈ Developer / Agentic Tools
Python, SQL, C, C++, Java, JavaScript, Node.js HuggingFace Transformers, PyTorch, TensorFlow, Scikit-learn, BERT, FAISS, LangChain, OpenCV, SpeechBrain MongoDB, MySQL, Pandas, NumPy, Excel, Seaborn, Plotly AWS (S3, EC2, Batch, ECR), Docker, Streamlit, Containerization Git(Hub), VS Code, PyCharm, Jupyter, CrewAI, Prompt Engineering, API Integration, MCP

πŸ₯‡ Certifications


🀝 Open To / Let's Connect

Open to:

  • AI/ML, GenAI, and NLP engineering roles, research fellowships, and open-source projects.
  • Collaborations at the intersection of LLMs, RAG, Agentic AI, and social impact.

Contact:


πŸ“ˆ Activity & Stats

LeetCode Stats

GitHub Stats GitHub Streak

Top Languages


"Building AI that is robust, explainable, and transformativeβ€”bringing advanced technology to every language and user worldwide."


Pinned Loading

  1. Projects Projects Public

    A repository of all the small and personal projects created by me

    Jupyter Notebook 1

  2. bot_reddit bot_reddit Public

    A simple reddit bot which automatically replies to comments

    Python

  3. Chat_App Chat_App Public

    JavaScript

  4. miniCompiler miniCompiler Public

    Building a mini c compiler

    C

  5. Multi_Threaded_Proxy_Server Multi_Threaded_Proxy_Server Public

    C

  6. resume resume Public

    TypeScript