π 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.
- π€ Build and deploy LLM-powered systems (100K+ requests/day scale)
- ποΈ Design end-to-end ML pipelines (training β deployment β monitoring)
- π Translate business problems into production-grade AI solutions
- π§© Drive execution across engineering, product, and business teams
Lead Software Engineer β 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 10Kβ100K daily interactions
- Collaborating with architects, product owners, and business stakeholders
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}
- Built Query Understanding & Content Understanding pipelines (BERT, distilBERT, PyTorch) :contentReference[oaicite:4]{index=4}
- Migrated ML infra to AWS SageMaker
- Developed classification & recommendation pipelines
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
- π΅ RAG-based Music Chatbot (YouTube data + FAISS + LangChain) :contentReference[oaicite:5]{index=5}
- ποΈ Multilingual Product Search (English + Japanese, LLM-based) :contentReference[oaicite:6]{index=6}
- π§ Hierarchical Text Classification (Contrastive Learning research) :contentReference[oaicite:7]{index=7}
- π€ Multi-agent & GenAI systems (contract + experiments) :contentReference[oaicite:8]{index=8}
- Advanced Agentic AI systems & orchestration
- Scalable GenAI infra (multi-agent, RAG pipelines)
- AI-first product building under The Vibe Coder
GenAI β’ LLMs β’ MLOps β’ NLP β’ System Design β’ AI Products β’ Scaling ML Systems
- π§βπ» GitHub: https://github.com/ayushxx7
- π§ Email:
YXl1c2h4eDdAZ21haWwuY29t - π Blog: https://ayush-blog.netlify.app
I optimize everything β even wrote a script just to toggle Bluetooth faster π





