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Poetry

This is the page displaying all the material related to Poetry. This can include projects, blogs, and certificates.

Projects

Adult Income Prediction

A project leveraging the UCI Adult Income dataset to predict income brackets using a RandomForestClassifier. Emphasis is on feature engineering, data preprocessing with One-Hot Encoding, and model optimization through hyperparameter tuning.

House Price Prediction

An analytical approach to predicting California housing prices using the RandomForestRegressor and LinearRegressor, with a focus on data preprocessing and feature engineering.

Lab Questions

Implemented various machine learning algorithms and techniques learned during the course, such as Nearest Neighbours, conformal prediction, linear regression, Ridge Regression, Lasso, data preprocessing, parameter selection, kernels, neural networks, support vector machines, scikit-learn pipelines, and cross-conformal predictors.

Searching & Sorting

Jupyter Notebook containing various searching and sorting algorithms. Each algorithms is explained. All the algorithms are also compared to each other.

Flask Forum Backend

This is a custom backend for the first iteration of the discussion platform. This was created to learn how to create a custom backend using Python and Flask.

Flask JWT Authentication

A simple Flask app to learn how to use JWT for authentication. This serves as a foundation to using JWT in other projects using Flask.

Django Authentication

A simple Django app to learn how to use Django with tokens for authentication. This serves as a foundation to using Django in other projects.