Available for AI & System Engineering Opportunities
Hello world, I'm

G. Sai Harshith

Specializing in Artificial Intelligence & Machine Learning

Computer Science undergraduate (CSM) at DRK Institute with a passion for system optimization, hardware performance tuning, and predictive machine learning deployment. Experienced in crafting spatial analytic dashboards and low-level custom Android system software.

Hyderabad, India (IST)
G. Sai Harshith
Active

G. Sai Harshith

@Unknownknowns1

B.Tech in CSE (Artificial Intelligence & Machine Learning)

Focus Area
AI & ML (CSM)
Low-Level
Kernel & Android GSI
Hackathon
SIH Contributor
Open Source
10+ Repos & Tools
01 // Overview

About & Engineering Philosophy

Bridging High-Level AI with Low-Level Hardware

I am a Computer Science undergraduate specializing in Artificial Intelligence & Machine Learning at DRK Institute of Science and Technology. My engineering focus lies at the intersection of predictive data science and system efficiency.

Whether I'm writing 3D geospatial clustering models for law enforcement cybercrime prevention or diving into Android kernel scripts, thermal throttling profiles, and memory limits, my goal is always the same: speed, reliability, and measurable real-world performance.

#MachineLearning #SystemOptimization #LinuxKernel #Python #Streamlit

Education Status

B.Tech in CSE (AI & ML)
DRK Institute of Science & Technology
Specialized in Machine Learning Models, Data Structures, and Operating Systems.

Current Endeavors

  • Exploring Local LLMs (Ollama / LM Studio)
  • Android GSI Script Toolkits
  • Autonomous Agent Architectures
02 // Portfolio Works

Featured Projects & Systems

View all 10+ projects on GitHub
Smart India Hackathon Prototype

Predictive Cybercrime Location Dashboard

An interactive 3D spatial visualization dashboard designed to map, track, and forecast cybercrime hotspot clusters in real time. Built to assist law enforcement agencies in strategic resource deployment and threat analysis.

Technical Tradeoff & Highlight
Utilized PyDeck 3D hexagonal spatial bins to overcome high-volume rendering bottlenecks, coupled with scikit-learn predictive density algorithms.
Python Streamlit PyDeck 3D scikit-learn pandas
Repo: DRK-hackathon-1 Explore Code
Low-Level Systems & Kernel

Custom Android System Optimization & GSI Tweaks

A custom suite of system debloating scripts, automated GSI (Generic System Image) build action toolkits, thermal mitigation configs, and kernel governor adjustments designed to maximize device efficiency and battery longevity.

Technical Tradeoff & Highlight
Reduced thermal throttling and optimized RAM management across custom mobile ROM environments via fine-tuned LMK and CPU scaling governors.
Shell Scripting ADB Linux Kernel Termux GSI Actions
Repo: gsi-action_toolkit Explore Code
AI Agent & Database

Intelligent Natural Language SQL Agent

An automated AI agent capable of translating complex natural language inquiries into optimized SQL queries, inspecting database schemas, handling edge queries, and safely executing transactions.

Python SQL / MySQL LLM Agent Ollama / Local AI
Repo: sql-agent-sai Explore Code

10+ Open-Source Experiments

Explore my complete set of public repositories spanning information scrapers, system scripts, hackathon prototypes, and algorithmic experiments directly on GitHub.

TGS_WEB_INFO-1 TGS_1 Hackathon Modules
03 // Technical Stack

Skills & Tooling

Languages

Python Core / ML / Scripts
SQL Queries & Models
C / C++ DSA & Systems
Shell Scripting Linux / Bash

AI, ML & Data

scikit-learn Model Training
pandas & NumPy Data Engineering
Streamlit & PyDeck 3D Visualization
Ollama & LM Studio Local LLM Run

Systems & Kernel

Linux & Termux CLI & Daemons
ADB & Fastboot Device Bridge
Kernel Governors Thermals & RAM
Custom ROMs / GSI Debloating

Tools & Databases

Git & GitHub Version Control
MySQL RDBMS
VS Code & Colab Dev Envs
React & Tailwind Frontend UI
04 // Real-Time Integration

Live GitHub Feed

Live synced with api.github.com/users/Unknownknowns1
GitHub Avatar
G. Sai Harshith @Unknownknowns1
Building predictive ML systems & low-level Linux optimizations
Public Repos
5+
Follow on GitHub

Latest Public Repositories

05 // Journey & Milestones

Experience & Education

Smart India Hackathon (SIH) Participant & Contributor

Cybercrime Threat Analytics
National Hackathon Project Developer

Architected and engineered the real-time predictive cybercrime dashboard. Synthesized historical incident reports, engineered spatial density features, and delivered an interactive 3D command dashboard intended to streamline police dispatch.

Open Source & System Modification Developer

Self-Driven / Community
Android System & Linux Kernel Enthusiast

Developed custom shell utilities (`gsi-action_toolkit`), debloating workflows, and automated tuning scripts for mobile hardware running custom Generic System Images (GSIs). Focused on memory governor tuning, CPU throttling reduction, and background service optimization.

B.Tech in Computer Science and Engineering (AI & ML - CSM)

Pursuing Degree
DRK Institute of Science and Technology, Hyderabad

Rigorous coursework in Data Structures & Algorithms, Machine Learning Architectures, Database Management Systems, Computer Networks, and Operating Systems. Active member of technical coding circles.

06 // Connect

Get in Touch

Let's build something exceptional together.

I am open to discussions about software engineering internships, collaborative machine learning projects, or system optimization initiatives. Drop me a note!

Base Location
Hyderabad, India (IST / Available Remote)
LinkedIn Profile
Sai Harshith Gunjapadega
Terminal CLI always active Press ~