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AshishMahendra/README.md

Ashish Mahendra

πŸš€ Tech Lead | AI/ML Architect | Generative AI Specialist

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Transforming businesses through cutting-edge AI solutions | 12+ years crafting enterprise-scale systems | Leading teams in building next-gen LLM applications


πŸ‘‹ About Me

I'm a Senior Lead AI Engineer at BCS Technosoft, specializing in building production-ready Generative AI solutions that serve 200+ active users daily. With 6+ years of deep ML expertise, I architect and deploy LLM-powered systems that revolutionize how developers code, teams collaborate, and businesses operate.

🎯 Current Focus: Leading AI initiatives in code generation, intelligent automation, and RAG architectures using GPT-4, Claude, and Gemini

πŸ”¬ Research Impact: Published 3 peer-reviewed papers on scalable AI systems | Active contributor to Jaseci open-source project


πŸ› οΈ Tech Stack

Generative AI & LLMs

GPT-4 Claude Gemini LangChain CrewAI

ML Frameworks

PyTorch TensorFlow Hugging Face

Vector Databases & RAG

ChromaDB Qdrant

Development & Deployment

Python FastAPI Docker Kubernetes Azure


πŸ† Key Projects

πŸ€– AI Developer Assistant

VS Code Extension powered by GPT-4/Claude

  • 200+ daily active users accelerating their development workflow
  • Features: Intelligent code generation, refactoring, debugging, and optimization
  • Tech: GPT-4, Claude, FastAPI, TypeScript

πŸ” Automated PR Reviewer

LLM-powered code review system

  • Reduced review time by 40%, catches 25% more critical issues
  • Seamless integration with Git, Azure DevOps, and Bitbucket
  • Tech: LLMs, Python, FastAPI, Git APIs

πŸ’‘ Enterprise RAG System

Large-scale Q&A platform

  • Processing millions of documents with 95% accuracy
  • Semantic search across multiple data sources
  • Tech: ChromaDB, Qdrant, LangChain, GPT-4

πŸ“Š Language Model Analyzer

Comparative analysis platform for LLM selection

  • Benchmarks GPT-4, Claude, Gemini, Llama across 15+ metrics
  • Helps organizations optimize model selection and costs
  • Tech: Ollama, vLLM, OpenAI APIs, Anthropic APIs

🎭 EI Coach (Emotional Intelligence AI)

Communication enhancement tool

  • Real-time sentiment analysis and tone optimization
  • Deployed across 3 enterprise clients for training
  • Tech: Fine-tuned LLMs, FastAPI, Python

πŸ“š Publications & Research

  1. Scaling Down to Scale Up: Cost-Benefit Analysis of Proprietary vs Open-Source LLMs (2024)

    • IEEE Conference on AI Systems
    • Comprehensive analysis of LLM deployment strategies in production
  2. The Jaseci Programming Paradigm and Runtime Stack (2023)

    • IEEE Computer Architecture Letters
    • Novel framework for AI application deployment at scale
  3. Towards Personalized Intelligence at Scale (2022)

    • International Conference on Machine Learning Applications
    • Architecture for user-specific AI model optimization

πŸ’Ό Professional Experience

Senior Lead AI Engineer @ BCS Technosoft (Nov 2021 - Present)

  • Leading team of 8+ engineers building enterprise AI solutions
  • Architected 5 production-grade AI products serving 200+ users
  • Reduced model costs by 40% through strategic LLM selection

Senior Software Developer (AI/ML) @ Diatoz Solutions (Dec 2020 - Nov 2021)

  • Deployed AI modules reducing production issues by 30%
  • Built LLM-powered hiring platform improving efficiency by 50%

Software Developer @ Traform Travel Technologies (Jun 2020 - Dec 2020)

  • Enhanced NLP chatbot increasing engagement by 40%
  • Integrated speech recognition improving accessibility by 35%

πŸŽ“ Education

  • PG Diploma in Machine Learning & AI - IIIT Bangalore (2019-2020)
  • Master of Computer Applications - VTU Bangalore (2010-2013)
  • Bachelor of Computer Applications - MAKAUT Kolkata (2007-2010)

πŸ… Achievements & Contributions

  • πŸ”¬ 3 Published Papers at IEEE and top ML conferences
  • 🌟 Open Source Contributor - Jaseci Project for AI deployment
  • πŸ‘₯ Tech Lead - Managing and mentoring teams of 8+ engineers
  • πŸš€ 200+ Users actively using AI tools I've developed
  • πŸ“ˆ 40% Cost Reduction in LLM deployment strategies

πŸ“« Let's Connect!

I'm passionate about pushing the boundaries of what's possible with AI. Whether you're interested in:

  • 🀝 Collaborating on open-source AI projects
  • πŸ’‘ Discussing LLM optimization strategies
  • πŸ—οΈ Building scalable AI architectures
  • πŸ“š Research in Generative AI

Feel free to reach out!

πŸ“§ Email: [email protected]
πŸ“ Location: Kolkata, India
πŸ”— LinkedIn: Connect with me


πŸ“Š GitHub Stats

GitHub Stats

Top Languages


"Transforming complex AI challenges into elegant, scalable solutions that drive real business value."

Pinned Loading

  1. Personalized_transformers Personalized_transformers Public

    Personalizing transformers for everyone

    Jupyter Notebook 1

  2. jaseci-labs/jaseci jaseci-labs/jaseci Public

    The Official Jaseci Code Repository

    Python 321 328

  3. jaseci-labs/jaclang jaseci-labs/jaclang Public archive

    The Jac Programming Language

    Python 28 22

  4. jaseci-labs/slam jaseci-labs/slam Public

    HTML 7 1

  5. Image_Similarity Image_Similarity Public

    Python

  6. JobRecommender JobRecommender Public

    Forked from visibilia/JobRecommender

    This repository contains the source code related to the paper intitled "Job Recommendation based on Job Seeker Skills: An Empirical Study"

    Python