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abhishek14311431/README.md

๐Ÿง  About Me

Hey there! I'm Abhishek S, an AI & ML engineering student from Chintamani, Karnataka ๐Ÿ‡ฎ๐Ÿ‡ณ โ€” currently pursuing my B.Tech in Artificial Intelligence & Machine Learning at Lovely Professional University, Punjab (CGPA: 7.02/10).

My journey started strong โ€” I scored 83.8% in my 10th at Jain Public School, Chintamani, then pushed harder and achieved 89.4% in my Pre-University Science stream at Expert PU College, Mangalore. That momentum carried me into engineering, where I found my true passion: building AI systems that solve real problems.

Since joining LPU in 2023, I've been going beyond the classroom:

  • ๐Ÿ—๏ธ Completed a Site Engineer Internship at Mantha Architects (Junโ€“Sep 2025), where I was recognized as Best Performer โ€” I didn't just observe, I built a hybrid AI cost estimation system using Random Forest that actually automated their workflows
  • ๐Ÿ” Built a real-time Behavioral Authentication System that detects intruders through cursor & keystroke patterns using Isolation Forest โ€” achieving 92.5โ€“94% accuracy
  • ๐Ÿ† Won 1st place in an inter-college aptitude competition and clocked 100+ hours of hands-on AI/ML experience
  • ๐Ÿ“œ Earned 4 certifications in under a year โ€” HackerRank, Oracle (x2), and CSE Patashala

I work across the full stack โ€” Python, React, FastAPI on the code side, and Scikit-learn, Random Forest, Isolation Forest on the ML side. I care deeply about Explainable AI โ€” models should justify their decisions, not just make them.

๐Ÿ’ก "I came from Karnataka, studied in Punjab, and I'm building for the world."


๐ŸŽ“ Education

๐Ÿซ Institution ๐Ÿ“š Course ๐Ÿ“Š Score ๐Ÿ“… Year
Lovely Professional University, Punjab B.Tech โ€” AI & ML CGPA: 7.02 2023 โ€“ Present
Expert PU College, Mangalore Pre-University (Science) 89.4% Jun 2023
Jain Public School, Chintamani Secondary (10th) 83.8% Mar 2021

๐Ÿ’ผ Experience

๐Ÿข Site Engineer Intern โ€” Mantha Architects (Jun 2025 โ€“ Sep 2025)

๐Ÿ† Awarded Best Performer during the internship

  • Developed a hybrid AI-based cost estimation system combining rule-based logic with Random Forest
  • Automated cost calculation workflows, reducing manual effort and improving estimation efficiency
  • Managed daily site activities, tracked cost expenditures across interior, exterior, and structural works
  • Interpreted structural drawings and monitored material usage as per approved plans
  • Coordinated with contractors and clients for timely project progress and milestone compliance

๐Ÿš€ Featured Projects

๐Ÿ” AI-Driven Continuous Behavioral Authentication

Real-time intrusion detection using behavioral biometrics

Python Isolation Forest Pandas NumPy YAML

  • ๐Ÿ–ฑ๏ธ Detects cursor & keystroke anomalies using Isolation Forest
  • โšก Analyzes 100Hz interaction data for intrusion detection within 2โ€“6 seconds
  • ๐Ÿ”’ Zero-trust security framework with automated locking & real-time email alerts
  • ๐ŸŽฏ Achieved 92.5โ€“94% accuracy with adaptive pattern learning

๐Ÿ—๏ธ AI-Driven Construction Cost Estimation

Intelligent cost prediction for construction projects with Explainable AI

Python React FastAPI Scikit-learn

  • ๐Ÿ  Supports rental/own-house estimation with dynamic G+N floor scaling
  • ๐Ÿ’Ž Tier-based modeling: Basic โ†’ Classic โ†’ Premium โ†’ Luxury
  • ๐Ÿ“ˆ Random Forest Regression with 92% Rยฒ accuracy
  • ๐Ÿ“„ XAI layer to justify cost distribution + automated PDF reports

๐Ÿ› ๏ธ Tech Stack

Languages

Python JavaScript C++

ML / AI

Scikit-learn NumPy Pandas Matplotlib Seaborn

Web & Backend

React FastAPI Flask

Databases & Tools

MySQL MongoDB SQLite GitHub VS Code Jupyter


๐Ÿ† Achievements & Certifications

๐Ÿ… Achievement ๐Ÿ“…
๐Ÿฅ‡ Best Performer โ€” Mantha Architects Site Internship Oct 2025
๐Ÿฅ‡ 1st Place โ€” Inter-college Aptitude Competition Jan 2023
โฑ๏ธ 100+ Hours of hands-on AI/ML project experience Jan 2026
๐Ÿ’ป HackerRank Badges โ€” Competitive Programming Nov 2024
๐Ÿ“œ Certification ๐Ÿข Issuer ๐Ÿ“…
Software Engineer Intern HackerRank Mar 2026
Oracle Data Platform 2025 Oracle Mar 2026
AI Foundations Associate Oracle Oct 2025
Python with DSA CSE Patashala Jul 2025

๐Ÿ’ฌ "I came from Karnataka, studied in Punjab, and I'm building for the world."

Pinned Loading

  1. Air-and-Water-Quality-monitoring Air-and-Water-Quality-monitoring Public

    A Machine Learningโ€“powered monitoring and prediction system that evaluates environmental health through live air pollution values and city-based water drinkability predictions. This project integraโ€ฆ

    Python

  2. AI-Driven-Continuous-Behavioral-Authentication-System AI-Driven-Continuous-Behavioral-Authentication-System Public

    A state-of-the-art continuous authentication system that uses machine learning to identify users based on their unique behavioral "fingerprint"โ€”the way they move their mouse and type on their keyboโ€ฆ

    Python 1

  3. AI-DRIVEN-CONSTRUCTION-COST-ESTIMATION AI-DRIVEN-CONSTRUCTION-COST-ESTIMATION Public

    A comprehensive AI-powered construction cost estimation platform that provides precise project valuations using advanced algorithms and real-time market analysis. Perfect for architects, builders, โ€ฆ

    Python 1

  4. abhishek14311431 abhishek14311431 Public

    Config files for my GitHub profile.

    1