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ArianJr/README.md

👋 Hi, I'm Arian Jafar

I'm a Machine Learning & Deep Learning engineer passionate about building intelligent, modular systems with clean architecture and reproducible workflows. My focus lies in Artificial Neural Networks (ANNs), Convolutional Neural Networks (CNNs) and scalable ML pipelines, with an eye for professional presentation and open-source best practices.


🧠 About Me

  • 🎓 Self-taught ML/DL practitioner with a strong foundation in Python and neural networks
  • 🧰 Architecting modular, config-driven pipelines for training, evaluation, and visualization
  • 📊 Passionate about performance diagnostics, reproducibility, and clean Git workflows
  • 🚀 Exploring advanced regularization, model optimization, and collaborative ML tooling

⚙️ Tech Stack

💻 Languages & Frameworks

Python TensorFlow Keras scikit-learn

📈 Data Science & Visualization

NumPy Pandas Matplotlib Seaborn


🚀 Featured Projects

Project Title Description Tech Stack GitHub Link
Garbage Classification with Transfer Learning Benchmarks CNN vs. transfer learning models (ResNet50, MobileNetV2, EfficientNetB0) for image-based garbage classification. Includes training, evaluation, confusion matrices, and visual diagnostics. Python, TensorFlow, Keras, NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn View Repo
Chest X-ray COVID-19 Classification Deep learning pipeline for classifying chest X-ray images into COVID-19, pneumonia, and normal cases. Includes preprocessing, CNN modeling, training, and evaluation with visual metrics. Python, Pandas, NumPy, Matplotlib, Seaborn, TensorFlow, Keras, Scikit-learn View Repo
Student Performance Prediction (DL) End-to-end deep learning pipeline for analyzing student academic performance. Includes EDA, preprocessing, regression, classification, and evaluation. Python, Pandas, NumPy, Matplotlib, Seaborn, TensorFlow, Keras, Scikit-learn View Repo
LSTM Google Stock Price Forecasting Predicts Google stock prices using LSTM neural networks, with preprocessing, modeling, and visualization Python, Pandas, NumPy, Matplotlib, Scikit-learn, TensorFlow, Keras View Repo
CNN Image Classifier Modular CNN built with TensorFlow/Keras, includes training notebook, sample dataset, and performance plots Python, Pandas, NumPy, Matplotlib, Seaborn, TensorFlow, Keras, Scikit-learn View Repo
Lung Cancer Prediction (ML) Predicts cancer likelihood using ML classifiers. Includes preprocessing, model training, and evaluation. Python, Pandas, NumPy, Matplotlib, Seaborn, Scikit-learn View Repo

📈 GitHub Stats


📬 Get in Touch

📧 arianjafar59@gmail.com
💡 Open to collaborations, feedback, and discussions around ML, DL, and reproducible AI workflows.


“Code. Learn. Iterate. Intelligence is built, one model at a time.”

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  1. garbage-classification-transfer-learning garbage-classification-transfer-learning Public

    Benchmarking CNN and transfer learning models (ResNet50, MobileNetV2, EfficientNetB0) for waste classification, with reproducible workflows, clear documentation, and insights into accuracy–efficien…

    Jupyter Notebook

  2. chest-xray-covid19-classification chest-xray-covid19-classification Public

    End-to-end deep learning pipeline for COVID-19 detection from chest X-ray images using a custom CNN, including preprocessing, data augmentation, training, evaluation, and visualization, designed fo…

    Jupyter Notebook

  3. student-performance-deep-learning student-performance-deep-learning Public

    End-to-end deep learning pipeline for analyzing and modeling student academic performance, featuring EDA, preprocessing, regression, classification, and evaluation using TensorFlow/Keras.

    Jupyter Notebook

  4. google-stock-price-forecasting-lstm google-stock-price-forecasting-lstm Public

    A fully documented LSTM-based time-series forecasting project for predicting Google (GOOGL) stock prices. Includes data preprocessing, sequence generation, model training, performance evaluation (R…

    Jupyter Notebook

  5. cnn-image-classifier cnn-image-classifier Public

    A modular Convolutional Neural Network (CNN) built with TensorFlow/Keras for binary image classification (cats vs. dogs). Includes a training notebook, sample dataset, performance plots, and a clea…

    Jupyter Notebook

  6. lung-cancer-prediction-ml lung-cancer-prediction-ml Public

    Predicting lung cancer using patient health data and machine learning classifiers. Includes data cleaning, EDA, and model evaluation.

    Jupyter Notebook