The Ultimate Data Science & Machine Learning Python in 2019
Ditulis pada: August 16, 2019
The Ultimate Data Science & Machine Learning Python in 2019, Numpy, Pandas, Matplotlib, Scikit-Learn, WebScraping, Data Science, cleaning data, Machine Learning, Pyspark, statistics
Created by Ankit Mistry
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What you'll learn
- Learn one of the most in demand skill of 21st century Data Science
- Update your resume with Data science skills : python, numpy, pandas, plotly, tableau, machine learning, statistics, probability
- Apply linear regression and logistics regression on different dataset.
- Install anaconda and setup python environment
- Python crash course
- Numpy - Numerical python
- MatplotLIb - Data Visualization library
- Pandas - Data analysis library
- Plotly Library
- Getting start with data visualization tool, Tableau
- Data Pre-processing technique - Missing data, Normalization, one hot encoding,
- Importing data in Python from different sources, Files
- Web Scraping to download web page and extract data
- Data scaling and transformation
- Exploratory Data analysis
- Feature engineering
- Machine learning basic theory
- Apache spark installation : pyspark
- Getting started with spark session
- Statistics basics
- Basics of Probability
- Setup Data Science Virtual machine on Microsoft Azure Cloud