Sitelet https://github.com/rushikeshnale07
Skip to content
View rushikeshnale07's full-sized avatar

Block or report rushikeshnale07

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
rushikeshnale07/README.md

Hi, I'm Rushikesh Nale 👋

M.Tech Artificial Intelligence student at IIT Roorkee. I build ML systems end-to-end — retrieval, agentic pipelines, and production deployment and I'm currently interviewing for Data Science / MLE / Applied Scientist / GenAI-LLM Engineer roles.

🔭 Core interest: multimodal ML (vision + text), retrieval-augmented systems, and taking research ideas to production-shaped code.


🚀 Featured Projects

Enterprise Agentic Multimodal RAG Platform A from-scratch RAG platform ingesting PDFs, PPTs, Excel, images, tables, and diagrams via multimodal embeddings (CLIP, MiniLM). Hybrid retrieval (BM25 + Milvus dense search, reciprocal-rank fusion), a Neo4j knowledge graph with NER-based entity extraction, and a Groq-backed (Llama 3.3) agentic layer. Python · FastAPI · Milvus · Neo4j · PostgreSQL · Redis · Docker · Kubernetes · Sentence-Transformers · spaCy · RAGAS · DeepEval

CacheRAG A KV-cache optimization framework for enterprise RAG that weighs the business cost of evicting critical evidence, not just cache-hit rate. Five scoring signals feed a two-level fractional knapsack budget allocator, evaluated with a custom CERR metric — outperforms all baselines at 35–50% compression in simulation. Ships with a FastAPI service, interactive demo, and Docker setup. HuggingFace Transformers · vLLM · FastAPI · Docker

Multimodal Product Search & Recommendation Engine A production-shaped recommendation system over the Amazon Reviews/Products dataset — SQL ingestion, EDA, TF-IDF + image-feature embeddings, FAISS retrieval with re-ranking, served via FastAPI with a demo UI, containerized with Docker. Python · FAISS · FastAPI · Docker · scikit-learn

Multimodal RAG for Scientific Literature (M.Tech Thesis) Joint text-image retrieval building on ColPali-style late-interaction (MaxSim) scoring with a PaliGemma backbone, benchmarked against ViDoRe, with RAGAS-based faithfulness evaluation.


🛠️ Tech Stack

Python PyTorch FastAPI FAISS Milvus Neo4j Docker Kubernetes Sentence-Transformers spaCy PostgreSQL Redis

📫 Reach me

Pinned Loading

  1. marvel_imageclassifier marvel_imageclassifier Public

    Python

  2. mood-time-recommender mood-time-recommender Public

    Python 1

  3. multimodal-product-search multimodal-product-search Public

    Multimodal (text+image) product search engine - SQL pipeline, statistical validation, FAISS retrieval, FastAPI + Docker deployment

    Python

  4. Personalized-Ayurvedic-Medicine-Recommendation-System Personalized-Ayurvedic-Medicine-Recommendation-System Public

    Jupyter Notebook

  5. resume-matcher resume-matcher Public

    Python