Beyond.
Binary.
Exploring the depths of software engineering, one layer of abstraction at a time.
The Profile
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_singhSelected Work
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.
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.
Micrograd
A scalar-valued autograd engine built from scratch in Python - understanding the roots of backpropagation and neural networks at the fundamental level.
Style Transfer
Neural Image Style Transfer algorithm merging content and artistic style via feature maps.
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)
// activity
Latest Content
Recent notes and deep dives.