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 image classifier using EfficientNet v2, fine tuning the last two blocks and the custom classifier head.
After training, converted the model to ONNX for fast inference on a resource constrained EC2 instance.
Trained a DistilBERT-based sentiment classifier using Hugging Face Transformers.
For deployment, used a model trained using TF-IDF + Logisitic Regression due to significantly lower computational requirements.
Built a music genre classification system using YAMNet embeddings and multiple ML models.
For live deployment, used a lightweight Logistic Regression model.
Built an intelligent assistant for NVIDIA CUDA Runtime API documentation using Retrieval-Augmented Generation (RAG).
Implemented hybrid retrieval with dense embeddings + BM25, Reciprocal Rank Fusion (RRF), and Cohere reranking for improved answer relevance.
Get in Touch
