Hello, I'm
Mandeep Singh
Data Scientist
Hello, I'm
Data Scientist
Get To Know More
Rally Vision
Sept-Dec 2024
IISc Bangalore
8.4/10 CGPA
BITS Pilani KK Birla Goa Campus
8.03/10 CGPA
I'm a Data Scientist with a background in Chemical Engineering and an M.Tech
in Computational and Data Science from IISc Bangalore.
My expertise lies in
building end to end Machine Learning systems, from custom feature engineering
and model development to containerizer deployment on cloud infrastructure.
Interested in applying AI to solve real-world problems and creating impactful solutions
that are not just accurate, but scalable and production ready.
What I Work With
Browse My Recent
Built an end-to-end image classification system using EfficientNetV2 with selective fine-tuning of deeper layers and a custom classifier head.
Optimized deployment by exporting the model to ONNX for fast inference on a resource-constrained AWS EC2 instance.
Built an end-to-end sentiment analysis system using both a fine-tuned DistilBERT model and classical ML approaches.
Deployed a TF-IDF + Logistic Regression model on AWS for fast, low-latency inference.
Built a music genre classification system using both audio features and YAMNet embeddings.
Compared multiple ML models and deployed an optimized Logistic Regression pipeline for real time inference.
Built a domain specific question answering system for NVIDIA CUDA Runtime API documentation using Retrieval Augmented Generation (RAG).
Implemented hybrid retrieval (dense embeddings + BM25), Reciprocal Rank Fusion (RRF), and Cohere reranking to improve retrieval quality.
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