Data-Science-in-Python-Pandas-Scikit-learn-Numpy-Matplotlib

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# Data Science in Python: Pandas, Scikit-learn, Numpy, Matplotlib (Udemy)

#### *Jimit Dholakia*

* LinkedIn: [jimit105](https://in.linkedin.com/in/jimit105 "LinkedIn Profile")
* GitHub: [jimit105](https://github.com/jimit105 "GitHub Profile")

---

Course Link: https://www.udemy.com/data-science-with-python-and-pandas

## Contents:
* Data Analysis with Numpy
  * Introduction to Numpy
  * Numpy array
  * Numpy array Operations
  * Indexing, Slicing
* Data Analysis with Pandas
  * Introduction to Pandas
  * Introduction to Series
  * Introduction to DataFrame
  * DataFrame- Index, Multiindex
  * Handling Missing Data- dropna, fillna
  * Grouping Data
  * Read, Write .csv, .html, excel file
  * Visualization of data with pandas
* Data Visualization with Matplotlib
  * Introduction
  * Matplotlib- Basic Plotting, Plotting Terminology
  * Matplotlib- Subplots
  * Matplotlib- Special plot
* Importing Data in Python
  * Introduction
  * Reading plain text file
  * Reading .csv file
  * Reading Excel and .m Matlab file
  * Read SQLite Database
  * Fetch Data from Remote file
* Data Preprocessing
  * Introduction
  * Reading Data
  * Handling Missing Data
  * Categorical Data
  * Splitting Data in Training and Testing Set
  * Normalize Data
* Web Scraping
  * What is Web Scraping
  * Web Scraping Process
  * Search Element by TagName and TagByClass
  * Practical Activity
* Data Transformation and Scaling Data
  * Introduction
  * Rescale Data - Standardize Data
  * Normalize Data - Binarize Data

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