Data Science with Python Course : Hands-on Data Science 2022

Python Automation Course : Automate Mundane tasks in Python | Udemy
English | Size: 4.24 GB
Genre: eLearning

Numpy, Pandas, Matplotlib, Scikit-Learn, WebScraping, Data Science, Machine Learning, Pyspark, statistics, Data Science

What you’ll learn
You will Learn one of the most in demand skill of 21st century Data Science
Add Data science skills : python, numpy, pandas, plotly, tableau, machine learning, statistics, probability in your resume
Apply linear regression and logistics regression on real dataset.
Crash course on python
Apply matrix operation with Numpy – Numerical python library
Visualize your data with mother of all visualisation library available in Python : MatplotLIb
Perform Data analysis, wrangling and cleaning with pandas library
Get hands on with interactive visualisation library Plotly
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 process in Machine Learning system design
Machine learning theory
Apache spark installation : pyspark
Getting started with spark session
Mathey required for machine learning : Statistics, probability
Setup Data Science Virtual machine on Microsoft Azure Cloud

Welcome to Complete Ultimate course guide on Data Science and Machine learning with Python.

Have you ever thought about

How amazon gives you product recommendation,

How Netflix and YouTube decides which movie or video you should watch next,

Google translate translate one language to another,

How Google knows what is there in your photo,

How Android speech Recognition or Apple siri understand your speech signal with such high accuracy.

If you would like algorithm or technology running behind that, This is first course to get started in this direction.

Why Data Science Now?

Data Scientist: The Sexiest Job of the 21st Century – By Harvard Business review

There is huge sortage of data scientist currently software industry is facing.

The average data scientist today earns $130,000 a year by glassdoor.

Want to join me for your journey towards becoming Data Scientist, Machine Learning Engineer.

This course has more than 100+ HD – quality video lectures and is over 13+ hours in content.

This is first introductory course to get started data analysis, Machine learning and towards AI algorithm implementation

This course will teach you – All Basic python library required for data analysis process.

Python crash course
Numerical Python – Numpy
Pandas – data analysis
Matplotlib for data visualization
Plotly and Business intelligence tool Tableau
Importing Data in Python from different sources like .csv, .tsv, .json, .html, web rest Facebook API
Data Pre-Processing like normalization, train test split, Handling missing data
Web Scraping with python BeautifulSoup – extract value from structured HTML Data
Exploratory data analysis on pima Indian diabetes dataset
Visualization of Pima Indian diabetes dataset
Data transformation and Scaling Data – Rescale Data, Standardize Data, Binarize Data, normalise data
Basic introduction to What is Machine Learning, and Scikit learn overview Its type, and comparison with traditional system. Supervised learning vs Unsupervised Learning
Understanding of regression, classification and clustering
Feature selection and feature elimination technique.
And Many Machine learning algorithm yet to come.
Data Science Prerequisite : Basics of Probability and statistics
Setup Data Science and Machine learning lab in Microsoft Azure Cloud