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model-refinement

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This repository contains a Python script for analyzing house sales data in the USA, employing machine learning techniques for data preprocessing, exploratory data analysis, and model development. It includes modules for data wrangling, EDA, model evaluation, and refinement.

  • Updated Aug 20, 2024
  • Jupyter Notebook

In this series of notebooks, we will dive into each step of the data analysis process of a data set with some information about a list of cars and several attibutes, including their prices. So essentially we will develop a model to predict cars price.

  • Updated Mar 15, 2023
  • Jupyter Notebook

Independent Project - Kaggle Dataset-- I worked with the News Category Dataset, which provided a headline and description, etc. in .json format; used NLTK for NLP, tokenizing, lemmatizing, and finding part-of-speech; trained and tuned parameters on classifier models to predict news category based on headline text.

  • Updated Feb 27, 2024
  • Jupyter Notebook

This is data analysis powerful exam paper powered by Coursera. Which i solved using python simple way. Data Analysis, Data Visualization, Model Development, Data warangling, Model Evolution And Refinement most of the important topic are covered in this repo..

  • Updated Dec 4, 2022
  • Jupyter Notebook

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