Project Portfolio β Academic & Learning Projects
π Welcome! This portfolio showcases a curated selection of my academic, experimental, and prototype projects from advanced learning programs in AI/ML, Deep Learning, Data Structures & Algorithms, and more. For professional production experience, visit my main resume.
π Portfolio Highlights
- π IEEE Best Research Presentation
- π€ Deep Learning, NLP, ML Pipelines, Data Engineering
- π§ Computer Vision, NLP, Data Science, Algorithms
π Featured Projects
πΈ CNN Based Study of Improvised Food Image Classification (Nov 2022)
AI Capstone Project β IEEE 2023
Best Research Presentation, IEEE 13th Annual Computing and Communication Workshop.
- InceptionResNetV2, ResNet50, DenseNet169, WiSER architectures
- Advanced data augmentation, background removal (U2Net)
- IEEE Xplore Publication
πΈ Flower Species Classification & Sarcasm Detection in Tweets (Oct 2022)
Deep Learning for AI
- CNN classifier for flower species (transfer learning)
- NLP model for sarcasm detection in tweets
- Model tuning, evaluation, real-world datasets
πΆ Signal Quality Prediction for Communication Equipment (Sep 2022)
Deep Learning for AI
- Neural networks for signal quality prediction
- EDA, preprocessing, model optimization
π³ Bank Loan Defaulter Prediction (Aug 2022)
Advanced Machine Learning
- ML pipelines: feature selection, imbalanced data, hyperparameter tuning
- Real-world financial datasets, business impact
π± Google Store App Rating Prediction (Jul 2022)
Advanced Machine Learning
- Supervised learning (Decision Trees, ensembles)
- Actionable insights for app developers
π E-commerce Customer Segmentation (Jul 2022)
Machine Learning
- User/item clustering for marketing
- PCA, unsupervised learning for business insights
π Telecom Customer Churn Prediction (Jun 2022)
Machine Learning
- Classification models (logistic regression, KNN, Naive Bayes)
- Customer retention strategy
ποΈ E-Commerce Reports with CQL (Jun 2022)
Databases - SQL and NoSQL
- Cassandra schemas, CQL for data analysis
π Travego Travelers β SQL Project (May 2022)
Databases - SQL and NoSQL
- MySQL schemas and queries for bus travel data
πΊοΈ Graph Algorithms: City Routes & Power Grids (Apr 2022)
Design and Analysis of Algorithms / Data Structures and Algorithms
- BFS/DFS for city navigation, power grid management
- Python data structures for real-world graphs
π΅ Music Player System with Linked List (Jan 2022)
Data Structures and Algorithms
- OOP music player with linked list operations (sorting, shuffling, deletion)
π Retail Marketing EDA & Data Preprocessing (Jan 2022)
Programming with Python
- Univariate/bivariate analysis, data cleaning, visualization for marketing