The best performing model is a majority‑vote ensemble which achieves an F1 of 0.707.
★ Most Successful Blood Donation Camp in India by an educational institute - collecting over 900 units of blood.
★ Built a gesture and speech command controlled app for kids which allowed them to draw and paint on screen using their hand movement.
★ Built using the Microsoft Kinect SDK for depth sensing and speech recongition.
Selected from over 24 finished projects at Hackathon.
Stood 3rd in a Logo Design Competition by BITS Pilani held as a part of its Golden Jubilee Celebrations. The competition was open to over 12000 BITS Pilani Students (Pilani, Goa, Hyderabad).
It is expected that more than 200 entries were accepted.
Founder at Scaled Focus (Jul 2024 to Present).
Founder & Moderator since 1 March 2023.
Wrote a Python in NLP book with 5K+ copies sold.
Built FastEmbed (1M+ installs, used by NVIDIA NeMo Guardrails).
Designed, built, and deployed our intent ranking and selection systems which serve >90% of the company-wide query volume.
Improved the model accuracy by absolute 22% using random forest classifier over hand crafted features.