Ankush Ratnani

Education

Bachelor of Technology in Artificial Intelligence and Machine Learning

L.D. College of Engineering, Ahmedabad

2023 - Present

Focused on software development, data structures, algorithms, and machine learning fundamentals.

High School, Science Stream

P.E.M High School, Surat

2021 - 2023

Scored 97 Percentile in Gujarat Board Examination. Scored 99.75 marks in GUJCET Examination

Experience

Teaching Assistant

Amit Barot Maths Zone

Dec 2023 - Feb 2024

Assisted students of Class XI and Class XII in understanding complex concepts related to Integration and Differentiation .
Conducted interactive problem-solving sessions, increasing student participation by 40%.
Conducted one-on-one and small group sessions for students, enhancing their grasp of mathematical concepts.

Projects

Song Recommendation System

Designed a hybrid recommendation system combining audio track features with lyrics-based NLP features.Implemented similarity search (cosine similarity, k-NN) and ML models for generating top-N recommendations.Deployed the system as a web application using Streamlit, enabling users to receive real-time song recommendations and personalized playlists.

Natural Language Processing (NLP) Machine Learning End-to-End Development

Chess Winner Prediction

Developed a machine learning system to predict the outcome of chess matches using features like Elo ratings, player experience, and platform activity.Implemented multiple algorithms (Logistic Regression, Random Forest, SVM, XGBoost), achieving the highest accuracy with XGBoost (Testing Acc: 88.62%).

Machine Learning Data Preprocessing Model Evaluation

More Projects on Github

Explore more of my work on GitHub, where I regularly share personal and collaborative projects. From ML models to web apps — there's plenty more to discover. Check it out! 🚀

Visit Github

Services

Data Processing & Preprocessing

Efficient data cleaning, transformation, and preprocessing for machine learning applications.

ML Model Development & Deployment

End-to-end machine learning model development from data analysis to production deployment.

Write Clean & Maintainable Code

Following best practices and design patterns to create maintainable and scalable code.

Certificates

Github 101

Microsoft Learn Student Ambassadors

JavaScript Bootcamp

LetsUpgrade

SQL and Relational Database 101

Cognitive Class

Hi, I'm Ankush

Skills

Machine Learning

Python

Data Visualization

JavaScript

ReactJS

HTML

CSS

Data Analysis

OOPS

Java

Pandas

MySQL