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20-Newsgroup-Dataset-Analysis
20-Newsgroup-Dataset-Analysis PublicAn NLP project that compares different approaches to document representation and classification. The techniques used include Topic-modeling, Tf-Idf, doc2vec, SVM, and CNN
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Churn-Analysis-Predictive-Modeling
Churn-Analysis-Predictive-Modeling PublicA predictive modeling project that builds an SVM model to predict customer churn. Tests classifiers: SVM, Random Forest, Logistic Regression, and XGBoost. Studies confusion matrices and picks the o…
Jupyter Notebook
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Foundational-Statistics-and-Hypothesis-Testing
Foundational-Statistics-and-Hypothesis-Testing PublicA hub that contains notebooks that perform elementary descriptive statistics of populations and samples and demonstrates 3 hypothesis tests- Welch t-test, Correlation, and Chi-square test. It shows…
Jupyter Notebook 2
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Regression-Models-Clustering-and-Dimensionality-Reduction
Regression-Models-Clustering-and-Dimensionality-Reduction PublicA hub that contains notebooks that implement Regression models, illustrates LR via Gradient Descent, compares K-means vs Spectral vs Hierarchical, compares PCA vs t-SNE
Jupyter Notebook 3
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Recommendation-Systems-with-Python-Machine-Learning-AI
Recommendation-Systems-with-Python-Machine-Learning-AI PublicA project that builds Classification-based, Model-based Collaborative filtering systems and Content-based recommender systems. And evaluates recommenders
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Store-Item-Demand-Forecating-Time-Series-Modeling
Store-Item-Demand-Forecating-Time-Series-Modeling PublicA time-series forecasting project to predict sales for different items at stores using LightGBM that can help with Inventory and Replenishment optimization
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