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Data-Science-and-Machine-Learning-Bootcamp

This repository contains my notes/assignments of this amazing Udemy Course by Jose Portilla.

Data Science

Topics covered in this section are:

  • NumPy
  • Pandas
  • Matplotlib
  • Seaborn
  • Plotly and Cufflinks
  • Geographical Plotting
  • Data Capstone Project

Machine Learning

Topics covered in this section are:

  • Linear Regression
  • Cross Validation and Bias-Variance Trade-Off
  • Logistic Regression
  • K Nearest Neighbors
  • Decision Tree & Random Forest
  • Support Vector Machines
  • K Means Clustering
  • Principal Component Analysis
  • Recommender Systems
  • Natural Language Processing
  • Neural Nets and Deep Learning

I'd recommend going through the course as all the topics are better explained there.