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Project Portfolio β€” Academic & Learning Projects

πŸš€ 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.


🌟 Portfolio Highlights

  • πŸ… IEEE Best Research Presentation
  • πŸ€– Deep Learning, NLP, ML Pipelines, Data Engineering
  • 🧠 Computer Vision, NLP, Data Science, Algorithms

πŸ“Έ 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

🌸 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

πŸ“Ά Signal Quality Prediction for Communication Equipment (Sep 2022)

Deep Learning for AI

  • Neural networks for signal quality prediction
  • EDA, preprocessing, model optimization

πŸ’³ Bank Loan Defaulter Prediction (Aug 2022)

Advanced Machine Learning

  • ML pipelines: feature selection, imbalanced data, hyperparameter tuning
  • Real-world financial datasets, business impact

πŸ“± Google Store App Rating Prediction (Jul 2022)

Advanced Machine Learning

  • Supervised learning (Decision Trees, ensembles)
  • Actionable insights for app developers

πŸ›’ E-commerce Customer Segmentation (Jul 2022)

Machine Learning

  • User/item clustering for marketing
  • PCA, unsupervised learning for business insights

πŸ“ž Telecom Customer Churn Prediction (Jun 2022)

Machine Learning

  • Classification models (logistic regression, KNN, Naive Bayes)
  • Customer retention strategy

πŸ—ƒοΈ E-Commerce Reports with CQL (Jun 2022)

Databases - SQL and NoSQL

  • Cassandra schemas, CQL for data analysis

🚌 Travego Travelers β€” SQL Project (May 2022)

Databases - SQL and NoSQL

  • MySQL schemas and queries for bus travel data

πŸ—ΊοΈ 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

🎡 Music Player System with Linked List (Jan 2022)

Data Structures and Algorithms

  • OOP music player with linked list operations (sorting, shuffling, deletion)

πŸ“Š Retail Marketing EDA & Data Preprocessing (Jan 2022)

Programming with Python

  • Univariate/bivariate analysis, data cleaning, visualization for marketing