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Data Science portfolio with projects I worked on for self-learning purpose.

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python pandas sklearn seaborn matplotlib natural-language-processing customer-segmentation-analysis

portfolio's Introduction

Portfolio of Data Analysis Projects

The purpose of this portfolio is to showcase the abilities I trained as a Data Analyst using Python libraries.

This portfolio includes the following projects:

  • Classification Prediction
  • Regression Prediction (Real-time dataset)
  • Customer Segmentation
  • Sentiment Analysis

Methods Used

  • Inferential Statistics
  • Machine Learning
  • Data Visualization
  • Predictive Modeling
  • Natural Language Processing

Technologies

  • Python
  • Pandas
  • Matplotlib
  • Sci-kit Learn
  • Nltk

Classification Prediction

Test and train a Classification Machine Learning Model to predict whether it will rain or not in the next day using a dataset about Rainfall in Australia.

Regression Prediction

Test and train multiple Regression Machine Learning Models to predict number of infected people by Covid-19 using real-time data from Bing API and comparing the models' accuracy.

Customer Segmentation

Perform a Customer Segmentation analysis using a dataset from IBM Watson about insurance policy renewal

Sentiment Analysis

Perform sentiment analysis on Amazon Reviews for electronic produts ...

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