usr // kush_singh

Beyond.
Binary.

Exploring the depths of software engineering, one layer of abstraction at a time.

I am a Computer Science undergraduate driven by a relentless curiosity for how systems work under the hood. I believe in understanding the fundamentals - from the math powering machine learning algorithms to the memory management of low-level software. My focus is on writing clean, robust code and building architectures that scale.

kush@portfolio - bash
Launch interactive terminal_
Systems Engineering

Inference Engine

High-performance C++ inference engine for LLMs using SIMD/AVX2, with KV-Cache and quantization strategies. Built for raw speed on edge devices - optimized at the silicon level.

C++ SIMD/AVX2 KV-Cache Quantization
View Repository →
LLM Fine-tuning

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.

Llama 3 8B PEFT/LoRA GGUF PyTorch
Deep Learning

Transformer Translate

Built from scratch with mixed precision. Achieved BLEU 23.64 (En→Hi).

PyTorch Transformers AMP
Web Systems

Kosh SSG

Custom static site generator in Golang with Markdown-to-HTML conversion & KaTeX support.

Golang Markdown KaTeX
Computer Vision

Image Captioning

CNN + LSTM model for automatic image description generation, deployed on HuggingFace Spaces.

PyTorch CNN LSTM
Education

Micrograd

A scalar-valued autograd engine built from scratch in Python - understanding the roots of backpropagation and neural networks at the fundamental level.

Python Autograd Backprop
View Repository →
Neural Networks

Style Transfer

Neural Image Style Transfer algorithm merging content and artistic style via feature maps.

PyTorch VGG-19 CNN
View Repository →

Recent notes and deep dives from the blog. Fresh posts load automatically.

Loading latest posts…

// 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

// drag to explore · hover to interact

a3f9c12
HEAD → main 2023 - present
KIIT University, Bhubaneswar

B.Tech in Computer Science

CGPA: 9.16
d71b804
2022
DPS Mathura Road, New Delhi

Senior Secondary (Class 12)

Kush-Singh-26 View Profile →
less more