Avinash Reddy M
A Machine Learning Engineer and B.Tech AIML student at Guru Nanak Institution Technical Campus, specializing in NLP,DL and full-stack development.
Experience
Intern
Implemented CI/CD pipelines automating testing, Docker builds, and deployment.
Developed RESTful APIs using FastAPI for serving real-time predictions.
Containerized and deployed machine learning services using Docker.
Machine Learning Trainee
Selected for Amazon ML Summer School 2025 apprenticeship program.
Gained hands-on experience in ML fundamentals and large-scale ML systems.
Education
Guru Nanak Institution Technical Campus
Percentage: 87%
Rishi Junior College
Percentage: 98.1%
Selected Projects
AI Summit Evaluation Platform
Full-stack platform for AI Summit event scoring. Managed 75+ teams, real-time leaderboard.
Question Paper Generator
BTL-based question paper generation for R22/R25 regulations. Bloom's Taxonomy aligned.
Twitter Sentiment Analysis
NLP sentiment classifier on 1.6M tweets. Logistic Regression, SVM, Naive Bayes. Streamlit deployment.
Disease Prediction Model
XGBoost models for Asthma, Cancer, Diabetes, Stroke prediction. SHAP interpretability.
Object Boundary Detection
Real-time hand detection, fingertip tracking. 8–20 FPS on CPU. SAFE/WARNING/DANGER states.
SightRed
Reddit recommendation engine using TF-IDF, cosine similarity. Flask + PRAW API.
CricketShell
Cricket-themed Unix shell in Java. Command parsing, I/O redirection, job control.
AI Summit Evaluation Platform
Full-stack platform for AI Summit event scoring. Managed 75+ teams, real-time leaderboard.
Question Paper Generator
BTL-based question paper generation for R22/R25 regulations. Bloom's Taxonomy aligned.
Twitter Sentiment Analysis
NLP sentiment classifier on 1.6M tweets. Logistic Regression, SVM, Naive Bayes. Streamlit deployment.
Disease Prediction Model
XGBoost models for Asthma, Cancer, Diabetes, Stroke prediction. SHAP interpretability.
Object Boundary Detection
Real-time hand detection, fingertip tracking. 8–20 FPS on CPU. SAFE/WARNING/DANGER states.
SightRed
Reddit recommendation engine using TF-IDF, cosine similarity. Flask + PRAW API.
CricketShell
Cricket-themed Unix shell in Java. Command parsing, I/O redirection, job control.
Certifications
DeepLearning.AI • Oct 2025
Coursera • 2025
NPTEL • 2024
HackerRank • 2024
Tech Stack
Full-stack development with focus on ML pipelines, APIs, and scalable web applications.
Life Outside Work
When I'm not coding, I enjoy watching and playing cricket, listening to podcasts, and watching movies.