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ayushxx7/README.md

Hi there πŸ‘‹ I'm Ayush Mandowara

πŸš€ Lead GenAI / Machine Learning Engineer | AI Systems Builder | Technical Project Leader

Machine Learning Engineer with 6+ years of experience building scalable AI systems across NLP, GenAI, and Deep Learning, with proven impact in LLM deployment, MLOps, and product delivery at scale.


🧠 What I Do

  • πŸ€– Build and deploy LLM-powered systems (100K+ requests/day scale)
  • πŸ—οΈ Design end-to-end ML pipelines (training β†’ deployment β†’ monitoring)
  • πŸ“Š Translate business problems into production-grade AI solutions
  • 🧩 Drive execution across engineering, product, and business teams

⚑ Current Work

🏒 Virtusa (Client: United Health Group)

Lead Software Engineer – GenAI

  • Building Advocate Assist, a conversational AI agent for proactive chat support
  • Working with Gemini, Dialogflow CX, Playbooks (GCP GenAI stack)
  • Delivering systems operating at 10K–100K daily interactions
  • Collaborating with architects, product owners, and business stakeholders

πŸ—οΈ Previous Impact

🧠 AdeptMind

ML GenAI Engineer β†’ Technical Project Manager (DLP Team)

  • Built Dynamic Landing Pages (DLP) from scratch β€” a high-revenue ML product improving SEO rankings and retail discovery :contentReference[oaicite:0]{index=0}
  • Developed in-house LLM service handling 100K+ requests/day using FastAPI, Celery, Redis :contentReference[oaicite:1]{index=1}
  • Led cross-functional delivery (Scrum, planning, stakeholder alignment) :contentReference[oaicite:2]{index=2}
  • Owned MLOps stack: Kubernetes, Prefect, GitHub Actions :contentReference[oaicite:3]{index=3}

πŸ” Search / NLP Systems

  • Built Query Understanding & Content Understanding pipelines (BERT, distilBERT, PyTorch) :contentReference[oaicite:4]{index=4}
  • Migrated ML infra to AWS SageMaker
  • Developed classification & recommendation pipelines

🧰 Tech Stack

Languages: Python, JavaScript, Dart
ML/AI: NLP, Transformers, RAG, LLMs, Agentic AI, Deep Learning
Frameworks: FastAPI, Flask, Django, React
MLOps: Docker, Kubernetes, Prefect, Jenkins, CI/CD
Cloud: AWS (SageMaker, S3), GCP (BigQuery, GenAI stack)
Tools: Git, JIRA


πŸ§ͺ Projects & Research

  • 🎡 RAG-based Music Chatbot (YouTube data + FAISS + LangChain) :contentReference[oaicite:5]{index=5}
  • πŸ›οΈ Multilingual Product Search (English + Japanese, LLM-based) :contentReference[oaicite:6]{index=6}
  • 🧠 Hierarchical Text Classification (Contrastive Learning research) :contentReference[oaicite:7]{index=7}
  • πŸ€– Multi-agent & GenAI systems (contract + experiments) :contentReference[oaicite:8]{index=8}

🌱 Currently Exploring

  • Advanced Agentic AI systems & orchestration
  • Scalable GenAI infra (multi-agent, RAG pipelines)
  • AI-first product building under The Vibe Coder

πŸ’¬ Ask Me About

GenAI β€’ LLMs β€’ MLOps β€’ NLP β€’ System Design β€’ AI Products β€’ Scaling ML Systems


πŸ“« Connect


⚑ Fun Fact

I optimize everything β€” even wrote a script just to toggle Bluetooth faster πŸ˜„

Pinned Loading

  1. Facebook-Auto-Liker Facebook-Auto-Liker Public

    Simple, hacky python script which uses pyautogui to like images on FB.

    Python 45 33

  2. Whatsapp_Web Whatsapp_Web Public

    Cool Whatsapp Web projects using PyAutoGui and Web version's simplicity.

    Python 13 2

  3. Zipfs_Law Zipfs_Law Public

    Ziph's Law Verification using Python.

    Python 4

  4. Auto-File-Renamer Auto-File-Renamer Public

    Python 2

  5. dotfiles dotfiles Public

    My custom config files. Mostly, my vimrc.

    Vim Script 2 1

  6. ayush-mandowara-blog ayush-mandowara-blog Public

    Tech Blog

    JavaScript 1 8