I love building and training tiny neural nets (GPU-poor life), across anything from text to vision and audio. Most of my experiments explore making models a bit more human-like, and I write blogs to share what I learn.

Work & Education

Skills

Python · Java · SQL · git · C++

Publications

Blog

These blogs are also cross-posted on Substack. (See my previous Medium articles here @teendifferent)

Projects

DEPTHS - Depth and Proximity Tracking for Human Support

Real-time spatial awareness tool for the visually impaired, delivering depth and object tracking under 4ms, 15–25x faster than leading models.

F.E.A.S.T - Food & Ingredient AI Suggestion Technology

Real-time ingredient detection recipe generation with nutritional information. Cuts costs, saves time, and inspires home cooking.

PEFT

Guide on efficient fine-tuning adapters using multi-class image datasets. Ideal for researchers seeking high-impact, low-resource model optimization.

Face Recognition Using Meta-Learning

Efficient facial recognition using Prototypical & Siamese Networks. High-accuracy recognition with limited data for secure verification systems.

RxRovers: Roaming for Rapid Relief

Optimizes medical supply delivery in hospitals using RL. Ensures timely delivery of medical supplies, enhancing patient care.

DINO Annotator

Auto-annotate custom datasets for object detection using Grounding DINO. Speeds up box labeling with zero-shot detection for rare or unseen objects.

IntelliRAG

A personalized AI assistant with RAG (Retrieval-Augmented Generation). Answers questions based on personal documents, uses vector stores for fast and accurate retrieval.

NEXUS

A solution hub for NEWS classification, Image Analysis, and Anamaly Detection.

Deep RL

A hub for Deep Reinforcement Learning models for dynamic problem-solving. Ideal for autonomous control, gaming, and robotics.

Green AI

Carbon footprint analysis and reduction tools for tech and AI model training. Helps to make eco-friendly choices, optimize energy, and reduce emissions.

Crimson Eye: Data-Driven Crime Analysis

Enhances predictive policing by analyzing crime data. Optimizes law enforcement resource allocation.

Tiny LLM

Tested lightweight LLMs for local personal assistance with minimal resources.

AI at Play

RL in Squirrel Maze & Stock Trader for strategic learning and decision-making. Perfect for testing RL in real-world-inspired scenarios.

Music Vision

Genre classification with ANN, CNN, and Transfer Learning on Mel spectrograms. Ideal for exploring deep learning in complex audio classification.

Privileged Identity Management - Intune

Implements data loss prevention and privileged identity management. Ensures compliance and security.

CrowdSec Deployment Guide: Enhancing Cybersecurity

Deployment steps for CrowdSec, an SOAR basedintrusion prevention system. Enhances collective security.

Gear Shift DB

Custom DBMS for Formula 1 data management. Enhances efficiency and decision-making powered by PostgreSQL.

Pintos

Programmed essential OS components like threading, synchronization, scheduling, and system calls.

SnapShift

Efficient Python tool for bulk image scraping from Bing. Perfect for ML, web dev, and research projects needing large image datasets.

Connect

Feel free to contact me at iamtarunreddi@gmail.com