Welcome to my Kaggle workbooks repository! This is a comprehensive collection of 24+ machine learning and data science projects covering various domains including Computer Vision, Natural Language Processing, Exploratory Data Analysis, and Predictive Modeling.
All notebooks are hosted on Kaggle and regularly updated with new projects and improvements.
| Project | Description | Accuracy | Link |
|---|---|---|---|
| Advanced CNN - Cats vs Dogs | Deep learning classification using CNNs | 94.8% | View |
| Flower Classification - MobileNet | Transfer learning with MobileNet architecture | 94% | View |
| Paddy Disease Classification | Agriculture disease detection using Transformers | - | View |
| MNIST Digit Recognition | Classic CNN implementation for digit classification | - | View |
| Cassava Leaf Disease Detection | Plant disease identification using deep learning | - | View |
| Polyp Segmentation | Medical image segmentation with UNet + ResNet | - | View |
| Project | Description | Link |
|---|---|---|
| DistilBERT Fine-tuning on IMDB | Sentiment analysis with transformer models | View |
| IMDB 50k Reviews Cleaning | Text preprocessing and cleaning tutorial | View |
| Project | Description | Link |
|---|---|---|
| Netflix Content Intelligence | Global content trends and analytics | View |
| Amazon Sales Dataset EDA | Comprehensive sales data exploration | View |
| Amazon Stocks Analysis | Financial data analysis and visualization | View |
| Data Science Jobs 2024 | Job market trends and insights | View |
| Obesity Trends Analysis | Health data exploration | View |
| Ibuprofen Drug Events | Adverse drug events analysis | View |
| Spotify vs AI | Music streaming data analysis | View |
| Project | Description | Accuracy | Link |
|---|---|---|---|
| Amazon Sales ML Models | Complete ML pipeline for sales prediction | 95% | View |
| Heart Disease Prediction | Medical diagnosis with machine learning | - | View |
| House Price Predictions | Real estate price modeling | - | View |
| Titanic Survival Prediction | Classic ML classification problem | - | View |
| Bank Churn Prediction | Customer retention modeling | - | View |
| Wine Quality Prediction | Quality classification from chemistry data | - | View |
| Iris Classification | Perfect classification with Random Forest | 100% | View |
| Road Accident Risk | RMSE optimization for accident prediction | - | View |
| Abalone Age Regression | Age prediction from shell measurements | - | View |
Languages: Python
Libraries: TensorFlow, PyTorch, Scikit-learn, Pandas, NumPy
Visualization: Matplotlib, Seaborn, Plotly
Deep Learning: CNNs, Transformers, Transfer Learning
NLP: BERT, DistilBERT, Text Processing
Techniques: EDA, Feature Engineering, Model Tuning, Ensemble Methods
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Made with ❤️ by Muhammad Ibrahim Qasmi
Last Updated: October 2025