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Bprs68/README.md

Hi, I'm Bhaskar Kumar πŸ‘‹

AI / ML Engineer | Generative AI | Agentic AI | Production ML Systems

I’m an AI / ML Engineer with 2.5+ years of hands-on experience building production-grade AI systems across Machine Learning, NLP, Generative AI, and Agentic AI.
I specialize in taking AI solutions from idea β†’ prototype β†’ scalable production.

Currently, I work as a Specialist, Software Engineering (Data & AI) at Accelerate People (Blenheim Chalcot), where I design and deploy LLM-powered, agentic, and multimodal AI systems used at scale.


πŸš€ What I Work On

  • Agentic AI & RAG Systems (LangChain, LangGraph, AutoGen)
  • LLM-based Applications (OpenAI, Azure-hosted models)
  • Production ML Systems (FastAPI, Docker, CI/CD)
  • Multimodal AI (OCR, Vision Transformers, NLP)
  • MLOps (model monitoring, drift detection, retraining pipelines)
  • Cloud AI Platforms (Azure, AWS)

πŸ“Œ Impact Highlight:
Reduced assessment turnaround time from 72 hours to under 3 hours by architecting an AI-backed assessment platform used by the UK’s largest apprenticeship body.


πŸ’Ό Current Role

Specialist, Software Engineering (Data & AI)
πŸ“ Accelerate People (Blenheim Chalcot) | Mumbai, India

  • Architected LLM-powered and Agentic RAG systems enabling natural-language analytics
  • Built scalable inference microservices using FastAPI, Docker, and cloud platforms
  • Fine-tuned LLMs using prompt tuning & LoRA, improving accuracy by 40%
  • Designed multimodal AI pipelines improving contextual extraction accuracy by 65%
  • Implemented MLOps workflows (monitoring, drift detection, CI/CD)
  • Delivered AI solutions processing thousands of assessments monthly

🧠 Technical Skills

Programming & Backend

  • Python, SQL, R
  • FastAPI, Flask
  • Git, Docker

Machine Learning & AI

  • PyTorch, TensorFlow, Scikit-learn
  • NLP, Statistical Learning
  • Supervised, Unsupervised & Reinforcement Learning

Generative AI & Agentic Systems

  • LLMs (OpenAI, Azure-hosted)
  • RAG & Agentic RAG
  • LangChain, LangGraph, LlamaIndex, AutoGen
  • Prompt & Context Engineering
  • Embeddings & Vector Search

Cloud, Data & MLOps

  • Azure (ML, Data Factory, AI Search)
  • AWS (S3, Lambda)
  • CI/CD pipelines, Model monitoring
  • PostgreSQL, MongoDB

Analytics & BI

  • Power BI, Tableau
  • Data validation & pipeline optimization

πŸ“‚ Featured Work (Repositories)

Some of my repositories focus on:

  • πŸ”Ή LLM-based chat systems & RAG pipelines
  • πŸ”Ή Agentic AI workflows
  • πŸ”Ή ML / NLP experimentation
  • πŸ”Ή Production-ready API services
  • πŸ”Ή Local open-source LLM setups (Ollama, OpenWebUI)

πŸ‘‰ Explore here: https://github.com/Bprs68?tab=repositories


🌱 Currently Exploring

  • Advanced Agentic AI patterns
  • Evaluation frameworks for LLMs
  • Cost optimization & latency tuning for GenAI systems
  • Knowledge Graphs + RAG

✍️ Writing & Blogs

I regularly write about AI engineering, Generative AI, Agentic systems, and production MLβ€”sharing practical insights from real-world deployments.

Topics I write about:

  • LLMs, RAG & Agentic AI
  • Production ML & MLOps
  • Debugging & system design for AI
  • Open-source AI tooling (Ollama, OpenWebUI, MCP)

🀝 Open To

  • AI / ML Engineer roles
  • Generative AI & Agentic AI projects
  • Production ML & MLOps challenges
  • Open-source collaboration

πŸ“« Connect With Me

Pinned Loading

  1. Gemini-API-with-Google Gemini-API-with-Google Public

    This repo contains code for getting started with Gemini APIs for building powerful applications. This course is based on short course by Udacity with same name.

    Jupyter Notebook

  2. HuggingFace-AI-Agent-Course HuggingFace-AI-Agent-Course Public

    Jupyter Notebook 1

  3. awesome-data-engineering awesome-data-engineering Public

    Forked from igorbarinov/awesome-data-engineering

    A curated list of data engineering tools for software developers

  4. bprs68.github.io bprs68.github.io Public

    JavaScript

  5. ProjectGyaan ProjectGyaan Public

    Python