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1. NLP NLP Public

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2. ann-for-rain-in-USA-datasate- ann-for-rain-in-USA-datasate- Public

   In this project, I perform preprocessing by converting categorical features, such as dates, into numerical values using Label Encoding. I then conduct Exploratory Data Analysis (EDA) to understand …

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3. KNN KNN Public

   🚗 KNN Classification for Car Safety | Implements K-Nearest Neighbors (KNN) to classify car safety levels using the Car Evaluation Dataset. Features data preprocessing, feature scaling, and hyperpar…

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4. K-Nearest-Neighbors-KNN-for-Regression K-Nearest-Neighbors-KNN-for-Regression Public

   This project implements KNN Regression on the Auto MPG dataset to predict fuel efficiency (MPG) based on features like horsepower, weight, acceleration, and displacement. 🔹 Key Highlights: Explorat…

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5. decision-tree-for-classification-of-penguins-species decision-tree-for-classification-of-penguins-species Public

   🐧 Decision Tree for Classification of Penguin Species This project implements a Decision Tree Classifier to classify different species of penguins using the Palmer Penguins dataset. The dataset con…

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6. Tree-Based-Algorithms-on-loan-data Tree-Based-Algorithms-on-loan-data Public

   Loan Risk Prediction Implemented RandomForestClassifier, which provided the best results compared to Gradient Boosting.Car Ownership Prediction (Using Same Data) Compared multiple models.House Owne…

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