Hey, I'm

From late-night model tuning to real-world ML deployments and full-stack development, I live deep in the AI/ML grind.
Right now? I'm turning ideas into working systems — one line of code at a time.

Saketh Lingerker

Experience & Education

My professional journey and academic background

Jul 2025 - Present

Graduate Engineer Trainee - IT

TCS iON Job Achiever · Tata Consultancy Services

Job-oriented training program focused on industry-readiness, core IT skills, and emerging technologies.

  • Strengthening full-stack development concepts and software engineering fundamentals
  • Building expertise in AI/ML, modern technology stacks, and programming best practices
  • Participating in hands-on projects, mentor sessions, and placement preparation
Nov 2024 - Jun 2025

AI/ML Research Intern

IIIT Hyderabad
Research Internship Certificate
Dec 2021 - Jul 2025

B.Tech Computer Science

JNTUH University
CGPA: 7.47/10.0
March 2021

Intermediate (12th Grade)

Sri Gayatri Junior College, Hyderabad
Percentage: 94.4%
March 2019

Secondary School (10th Grade)

Vaishnavi High School, Hyderabad
GPA: 9.5/10.0

Technical Skills

Everything I've used to build, train, deploy, and experiment like a tech beast 🚀

Languages & Web

Python JavaScript HTML5 CSS3 SQL C/C++

AI/ML Frameworks

TensorFlow PyTorch Keras Scikit-learn OpenCV LangChain

Web & Backend

Flask Streamlit RESTful APIs Chart.js API Integration Responsive Design

Data Science

NumPy Pandas Matplotlib Seaborn Data Analysis Data Visualization

Technologies

Machine Learning Deep Learning Generative AI Computer Vision NLP MLOps

Tools & Platforms

Git Docker AWS MongoDB MySQL SQLite CI/CD

Project Matchmaker

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Projects

My recent work and technical contributions

Smart Feedback Collection and Analysis System

Smart Feedback Collection and Analysis System Dashboard Full-stack web application with real-time sentiment analysis, multi-layer authentication, and interactive analytics dashboard for comprehensive feedback management. Manual analysis of high-volume feedback is slow and prone to human error.
  • Automated sentiment analysis using NLTK and real-time processing.
  • Interactive admin dashboard with automated reporting and analytics.
  • Secure role-based access control with JWT authentication.
Python Flask NLTK Chart.js

Impact

92% sentiment detection accuracy and 70% reduction in processing time.

ATS Resume Expert Pro

ATS Resume Expert Pro Application Interface A powerful AI-powered resume analysis tool that helps job seekers optimize their resumes for Applicant Tracking Systems (ATS) and improve their chances of getting hired.
Resumes often fail ATS scans due to poor keyword matching.
  • AI-powered PDF parsing using Google Gemini AI and PyMuPDF.
  • Real-time compatibility scoring and keyword optimization suggestions.
  • Interactive interface for instant feedback and detailed reporting.
Streamlit Google AI Python NLP

Impact

40% increase in callbacks for 500+ optimized resumes.

AI Virtual Interior Designer

AI Virtual Interior Designer Generated Room Design Generative AI application that creates custom room designs and provides real-time material cost estimates.
Visualizing redesigns and estimating material costs is time-consuming.
  • Generative AI room design powered by Stable Diffusion.
  • Real-time budget planning with automated material cost estimates.
  • Optimized GPU/CPU architecture for rapid design generation.
Python PyTorch Stable Diffusion Generative AI

Impact

Reduced design ideation time from days to minutes.

Vehicle Insurance MLOps Pipeline

Vehicle Insurance MLOps Pipeline Architecture End-to-End MLOps pipeline for vehicle insurance data with automated model deployment, CI/CD integration, and cloud infrastructure management.
Automating scalable ML pipelines requires complex infrastructure orchestration.
  • End-to-End MLOps pipeline deployed on AWS (EC2, ECR, S3).
  • CI/CD automation using GitHub Actions and Docker containerization.
  • Automated data validation, transformation, and drifts monitoring workflows.
AWS Docker CI/CD MLOps

Impact

85% faster infrastructure provisioning and zero-downtime model deployment.

Crop Yield Prediction Model

Crop Yield Prediction Model Results Neural network model that predicts crop yield with 97% accuracy using soil nutrients, environmental conditions, and economic factors for precision agriculture.
Farmers lack accurate tools to predict yields and optimize resource allocation.
  • Neural network model achieving 97% prediction accuracy for precision agriculture.
  • Integrates soil nutrients, weather data, and environmental factors.
  • Flask-based interface for easy access and actionable farming insights.
Python TensorFlow Keras

Impact

97% prediction accuracy and potential 25% yield improvement.

ClearView – Interactive Air Quality Insights

Clear View Air Quality Dashboard Interactive AQI dashboard with real-time insights and 95% data accuracy.
Lack of real-time air quality visualization for urban planning and public awareness.
  • Interactive AQI dashboard with real-time tracking and 95% data accuracy.
  • Automated data pipelines processing regional environmental sensor streams.
  • Actionable visualizations for pollutants, historical trends, and health risks.
Python Power BI Streamlit

Impact

95% data accuracy across 10+ tracked air pollutants.

Polyglot AI – Language Detection System

Polyglot AI Language Detection System NLP model capable of detecting and classifying text into multiple languages.
Global applications require precise language detection for routing and localization.
  • NLP model identifying 17+ languages with high statistical confidence.
  • Trained Linear SVM classifier with optimized text preprocessing pipelines.
  • RESTful API integration for seamless multi-platform deployment.
Python Scikit-learn NLP

Impact

99%+ accuracy in real-time detection across 17+ languages.

Real-Time Flight Fare Prediction Application

Flight Price Prediction Application Machine learning-powered web app for flight fare prediction.
Dynamic flight pricing makes it difficult to find optimal booking times.
  • Ensemble-based prediction model achieving a 96.95% R² score.
  • Advanced feature engineering on real-time and historical pricing data.
  • Flask-based web app with intuitive booking recommendations.
Python Scikit-learn Flask

Impact

96.95% prediction accuracy and 20% average traveler savings.

Cloudcast - Advanced Weather Application

Cloudcast Weather Application Interface Feature-rich weather application with 5-day forecasts, geolocation support, and dynamic UI that adapts visually to current weather conditions.
Existing weather apps lack intuitive visualization and real-time accuracy.
  • Dynamic glassmorphism UI that adapts to real-time weather conditions.
  • 5-day forecast integration with OpenWeatherMap API and geolocation.
  • Responsive mobile-first design with zero-latency data updates.
JavaScript API Integration CSS3

Impact

100% responsive design and real-time update reliability.

GitHub Analytics

My coding journey and contributions

GitHub Stats GitHub Streak
Contribution Graph

Achievements & Certifications

Recognition, certifications, and leadership milestones

Deloitte Logo

Deloitte Australia – Data Analytics Simulation

Completed Deloitte simulation using data analysis, Tableau dashboards, and Excel insights.

View Certificate
Tata Logo

Tata Group – Data Analytics Simulation

Completed Tata simulation with AI-driven analytics, EDA, modeling, and strategy.

View Certificate
IIIT-Hyderabad

IIIT-Hyderabad AI/ML

Training & Research Internship

Completed intensive AI/ML training and research program at IIIT Hyderabad

View Certificate

AWS Cloud Practitioner

Essentials Certification

Certified in AWS cloud fundamentals and best practices

View Certificate

Coding Club Mentor

50+ Students Mentored

Organized and led coding classes for 50+ students, fostering skill development and collaboration.

College Fest Coordinator

Main Coordinator

Managed technical setup and event logistics as Technical Coordinator for the College Fest.

Let's Connect

Whether it's a collab idea, tech banter, or just a random brainwave — drop it below. I don't ghost... unless it's in a codebase.

Saketh's Assistant

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