🤖 Projects Repository

A curated collection of Data Science, Machine Learning, Deep Learning, NLP, and Generative AI projects built using Python and modern AI tools.

This repository showcases practical implementations across real-world datasets, covering model development, exploratory data analysis, and application deployment. It reflects hands-on learning and applied skills across multiple AI domains.

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📌 Overview

This repository contains multiple structured projects covering:

• 📊 Exploratory Data Analysis
• 🤖 Machine Learning — Classification & Regression
• 🧠 Deep Learning & Computer Vision
• 💬 Natural Language Processing
• 📈 Time Series Forecasting
• 🚀 Streamlit Applications
• 🔤 Transformer-based NLP Models
• 🤝 Chatbot Development

Each project is organized in its own folder with code, notebooks, and implementation files.

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🗂️ Key Project Categories

🌿 Computer Vision

Project	Description
Plant Disease Classification	Classify plant diseases from leaf images
Rice Disease Detection	Detect diseases in rice crops using deep learning
Digit Recognition	Handwritten digit recognition using CNNs

📉 Machine Learning

Project	Description
Heart Disease Prediction	Predict the likelihood of heart disease
Survival Rate Prediction	Analyze and predict survival outcomes
Student Score Prediction	Forecast student academic performance
Road Accident Risk Prediction	Assess road accident risk factors

💬 Natural Language Processing

Project	Description
Spam Email Classification	Detect spam emails using NLP
Fake News Detection	Identify misinformation in news articles
Twitter Sentiment Analysis	Analyze sentiments from tweets
IMDB Sentiment Analysis	Movie review sentiment classification
Duplicate Question Detection	Find semantically similar questions
Reviews Analyzer (Transformers)	Analyze reviews using transformer models

📈 Time Series Forecasting

Project	Description
Store Sales Forecasting	Predict future store sales using time series methods

🤖 Chatbot & AI Applications

Project	Description
Streamlit Chatbot App	Interactive chatbot built with Streamlit
IBA Sukkur University Chatbot	Domain-specific university assistant chatbot
Research Paper Explainer	Summarize and explain research papers using AI
Language Translation App	Translate text across languages using NLP models

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🛠️ Technologies Used

Programming Language: Python

Libraries & Frameworks:

Concepts Covered:

• Data preprocessing & feature engineering
• Model training, evaluation & cross-validation
• Hyperparameter tuning
• NLP pipelines & transformer models
• Model deployment basics

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🚀 How to Use

1. Clone the repository

git clone https://github.com/hasnainyaqub/Projects.git

2. Navigate to any project folder

cd Projects/<project-folder>

3. Install required dependencies

pip install -r requirements.txt

4. Run the notebook or Python script

jupyter notebook  # for notebooks
python script.py  # for Python scripts

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🎯 Purpose

This repository is built for learning, experimentation, and portfolio demonstration. It highlights practical implementation skills in Data Science and AI development.

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👤 Author

Hasnain Yaqub
Data Science & AI Enthusiast
Focused on Machine Learning, NLP, Computer Vision, and Generative AI