Beyond.
Binary.
Translating complex deep learning theory into efficient, human-centric reality.
The Profile
I am a Computer Science undergraduate at KIIT University. My work exists at the intersection of AI and efficiency—specifically training small language models, fine-tuning LLMs, and building high-performance inference engines.
Selected Work
Inference Engine
High-performance C++ inference engine for LLMs using SIMD, with KV-Cache and quantization strategies.
View Repository →Mental Health ChatBot
Fine-tuned Llama 3 8B on counseling datasets to enhance empathetic reasoning using PEFT adapters. Compressed via 4-bit Quantization (GGUF) for efficient edge deployment.
Image Captioning
CNN and LSTM based model for automatic image description generation.
Style Transfer
Neural Image Style Transfer algorithm to merge content and artistic style.
View Repository →Micrograd
Implementation of an autograd engine from scratch in Python. Understanding the roots of backpropagation.
View Repository →Competencies
Languages
C++ · C · Python · JavaScript · Java · Golang
Deep Learning
PyTorch · HF Transformers · NumPy · Pandas · Scikit-Learn
DevOps & Web
Docker · Kubernetes · Linux · GitHub Actions · HTML5/CSS3
Timeline
B.Tech in Computer Science
Senior Secondary (Class 12)