Mohit Kumar
👋Hi! My name is Mohit
NLP | Generative AI | Full-Stack LLM Development | Product Design Enthusiast
I'm a developer passionate about building intelligent, practical applications powered by Generative AI and NLP. My work focuses on the entire lifecycle of an AI product, from core model development to user-facing interfaces.
My Experience
I have hands-on experience in:
- 🧠 LLM Fine-Tuning Adapting foundational models for specialized tasks and improved performance.
- 📚 RAG Systems Architecting and implementing Retrieval-Augmented Generation pipelines for context-aware, factual, and up-to-date responses.
- 💻 Full-Stack Design Building robust backends for model serving and scalable APIs, alongside intuitive frontends for seamless user interaction.
- 💾 Database Systems Managing data flow with both traditional databases and modern vector indexes for efficient semantic search.
- ✍️ Prompt Optimization Designing and refining effective prompts to guide LLM behavior for precision, coherence, and task-specific outputs across diverse applications.
- ⚙️ LLM Inferencing Deploying and scaling language model inference workflows with optimized latency, cost-efficiency, and reliability for production-ready AI solutions.
🚀 My Go-To Tech Stack
GenAI Orchestration:
- LangChain
- LlamaIndex
LLM Inference & Serving:
- vLLM
- Hugging Face Transformers
Vector Search:
- Faiss, Pinecone
- ChromaDB, Weaviate
Backend:
- Python (FastAPI, Django, Flask)
Databases:
- PostgreSQL, MongoDB
- Redis, etc.