Hi, I'm Ankur.
AI Engineer Associate at MULTIPLAI. I build LLM, RAG and agent systems that actually make it to production.
Scroll to walk the road: every building on it is a chapter of my journey.
EmberHi! I'm Ember, Ankur's guide. Scroll and I'll show you around town.
EmberWelcome to SRH Berlin, where machine learning, NLP and deep learning turned into a Master's.
Education · Oct 2023 – Mar 2026
Master's at SRH Berlin
Master's in Engineering and Sustainable Technology Management, SRH Berlin University of Applied Sciences.
- Machine Learning
- Deep Learning
- Artificial Intelligence
- NLP
- AI Development
- Data Science
- Statistics
- Software Development
- Robotics
Earlier
- 2022 – 2023PG Diploma in Advanced Computing (CDAC), India
- 2017 – 2021Bachelor of Engineering, India
EmberMy cousin works here! Ankur taught it to pick only the ripe fruit.
Project · Computer vision
Fruit Detection Robot
A simulated robot arm in Webots that spots ripe fruit with OpenCV colour segmentation and picks it.
- Computer vision
- Robot simulation
- Python
- OpenCV
- Webots
EmberA jet engine that tells you when it's tired, before anything breaks.
Project · Predictive maintenance
Predictive Maintenance Dashboard
Health monitoring for turbofan jet engines: predicts Remaining Useful Life from NASA CMAPSS sensor data and shows it in an interactive dashboard.
- NASA CMAPSS
- RUL prediction
- Python
- scikit-learn
- Random Forest
- Streamlit
EmberTell the library how you feel and the right books float down to you.
Project · Semantic search
Semantic Book Recommender
Describe a mood or a plot in plain words and get matching books, using LLM embeddings and semantic search over a book catalogue.
- Semantic search
- Emotion-aware
- LangChain
- OpenAI
- Hugging Face
- ChromaDB
EmberA lighthouse for hard days: careful answers, and a guard for crisis signals.
Project · RAG
Mental Health Copilot
A RAG assistant over real Reddit mental-health discussions: FAISS vector search, LLM answers and crisis detection with safe-response guardrails.
- RAG
- Crisis detection
- Responsible AI
- LLMs
- FAISS
- NLP
- MongoDB
- Reddit API
EmberIn this court, the LLMs are on trial. Can they reason step by step?
Project · LLM evaluation
Tax-Law Reasoning Generator
Generates synthetic, multi-step tax-law cases with ground-truth reasoning chains to benchmark how well LLMs really reason. Built on the MuSR framework.
- LLM evaluation
- Chain-of-thought
- Python
- GenAI
- MuSR
EmberEvery sail turns a different skill. The market next door has the side quests.
Skills
Skills & side quests
- LLMs & GenAIProof: Mental Health Copilot, Book Recommender
LLMs · RAG · AI agents · LangChain · OpenAI · Gemini · Hugging Face · Prompt design
- Vector searchProof: Book Recommender, Mental Health Copilot
ChromaDB · FAISS · Embeddings
- Machine learningProof: Predictive Maintenance
scikit-learn · TensorFlow · Keras · Deep learning · NLP · Statistics
- DataProof: Predictive Maintenance
Python · Pandas · NumPy · SQL · PostgreSQL · MongoDB
- Backend & cloudProof: Work at MULTIPLAI
REST APIs · Flask · Docker · Azure · Google Cloud · Git
- Frontend & appsProof: This town
TypeScript · React · Next.js · Tailwind · Streamlit · Three.js
- Vision & roboticsProof: Fruit Detection Robot
OpenCV · Webots
EmberAnd here we are, the biggest hall in town. This is where Ankur works now.
Sep 2025 – today · You are here
AI Engineer Associate at MULTIPLAI
Started as an intern in September 2025 and went full-time in April 2026.
- Intern · Sep 2025
- →
- Full-time · Apr 2026
- End-to-end AI solutions for enterprise applications, from architecture to deployment
- Turning client needs into AI architectures and technology choices
- Backend services with LLMs, RAG pipelines, AI agents and workflow automation
- Secure, production-ready AI features with cross-functional teams
EmberThe road keeps going. Drop a letter in the mailbox and say hi!
The town post office
Want to get in touch?
Write here and drop it in the mailbox.