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Farzan Mirza's Projects

insurance-charges-prediction icon insurance-charges-prediction

📊 Insurance Charges Prediction 💡 Predict insurance charges using closed form linear regression. Includes data preprocessing, model training, evaluation, and cross-validation to assess model performance and reliability. Showcases the application of linear regression in predicting medical insurance costs based on various features.

ml-stockmovement-prediction icon ml-stockmovement-prediction

📈 Time-Series Stock Movement Study 🚀 A rigorous Python time-series forecasting focusing on temporal intra-day stock market data. Evaluates various machine learning models and ensembling techniques to predict S&P500 stock trends, offering a sector-agnostic lens and showcasing the potency of interpretable models in financial prediction

music-genre-classification icon music-genre-classification

🎵 Music Genre Classification using Machine Learning 🚀 A Python project that leverages machine learning algorithms to classify music tracks into genres based on audio features. Explore KNN, SVM, Decision Trees, and more. Checkout the plotted graphs for model comparison!

native-deep-learning icon native-deep-learning

🧠 Neural Network Craft 🚀 A deep dive into foundational neural network algorithms, stripping back high-level abstractions to reveal the core mechanics of deep learning. This project is a hands-on exploration of native network layer implementations, offering a ground-up understanding of neural architectures by applying them to real datasets too..

recommender-amazon-reviews icon recommender-amazon-reviews

🛍️ Amazon Recommender Study 🚀 A Python exploration into machine learning for e-commerce personalization, using Amazon's Electronics data. Investigates algorithms like SVD, KNNBaseline for predicting user preferences, offering insights into future shopping enhancements

transformers-native icon transformers-native

I am trying to natively implement the transformer architecture here from the original paper in order to enhance my understanding of it

yalefaces-pca-reconstruction icon yalefaces-pca-reconstruction

📸 Face Reconstruction using PCA 🎥 Face reconstruction demonstration from the Yale Faces dataset using Principal Component Analysis (PCA) in Python. Involves processing and standardizing image data, performing PCA, and visualizing the reconstruction process through a generated video, showcasing PCA's effectiveness in facial feature reconstruction.

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