Python for Data Science and Machine Learning Bootcamp 2019-9

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Description

Description

Python for Data Science and Machine Learning Bootcamp is the name of a collection of video training in the field of commerce and business and in the field of data science and analysis. By learning this tutorial, you will learn how to start learning Machine Learning data and machine learning with the help of the Python programming language. The course ahead is for you to learn how to use Python power to analyze data, create beautiful imagery, and use power machine learning algorithms.

By watching this course you will be able to analyze very big data with the help of Python. You will also learn how to work with NumPy, Pandas, Seaborn, Matplotlib, Plotly, Scikit-Learn, Learning Machine, Tensorflow and more by watching this video course. You also need to have a minimum programming experience to view this course, according to the publisher of this course.

Features of the Python for Data Science and Machine Learning Bootcamp course


Dear students, by analyzing and learning the lessons in this set, you will be able to analyze various business and business data. This course also provides you with a tutorial on how to use Python for parsing and machine learning. You will have 149 video tutorials to watch all the videos in this course.

Course specification

  • Publisher: Udemy
  • Teacher: Jose Portilla, Pierian Data International by Jose Portilla
  • Level: Basic to Advanced
  • Duration: 22:29:08
  • Number of lessons: 149 lessons
  • English language

Python for Data Science and Machine Learning Bootcamp Content

Course content
149 lectures 22:29:08

Course Introduction
3 lectures 07:15

Environment Set-Up
1 lecture 11:14

Jupyter Overview
3 lectures 23:48

Python Crash Course
8 lectures 01:24:13

Python for Data Analysis – NumPy
8 lectures 01:03:43

Python for Data Analysis – Pandas
11 lectures 01:42:36

Python for Data Analysis – Pandas Exercises
5 lectures 35:06

Python for Data Visualization – Matplotlib
7 lectures 01:00:08

Python for Data Visualization – Seaborn
9 lectures 01:21:54

Python for Data Visualization – Pandas Built-in Data Visualization
3 lectures 23:44

Python for Data Visualization – Plotly and Cufflinks
2 lectures 22:00

Python for Data Visualization – Geographical Plotting
5 lectures 40:29

Data Capstone Project
9 lectures 01:18:35

Introduction to Machine Learning
4 lectures 21:04

Linear Regression
6 lectures 51:35

Cross Validation and Bias-Variance Trade-Off
1 lecture06:25

Logistic Regression
6 lectures 01:07:29

K Nearest Neighbors
4 lectures 40:42

Decision Trees and Random Forests
5 lectures 44:58

Support Vector Machines
4 lectures 34:58

K Means Clustering
4 lectures 37:21

Principal Component Analysis
2 lectures 20:24

Recommender Systems
3 lectures 31:10

Natural Language Processing
6 lectures 01:18:54

Big Data and Spark with Python
12 lectures 01:42:07

Neural Nets and Deep Learning
10 lectures 01:23:38

APPENDIX: OLD TENSORFLOW VIDEOS (Version 0.8)
7 lectures 01:33:33

BONUS SECTION: THANK YOU!
1 lecture00:11

Prerequisites


  • Some programming experience
  • Admin permissions to download files

Pictures

Python for Data Science and Machine Learning Bootcamp

Python for Data Science and Machine Learning Bootcamp

Sample video

[su_vimeo url=”https://vimeo.com/359687929″ width=”600″ height=”400″]

Installation guide

View with your favorite Player after Extract.

This tutorial has English subtitles.

Video quality is 720p.

Download

[su_table style=”default”]

File Name Size Link Backup link
Chapter 1 – 16 1.64 GB Download Download
Chapter 17 – 28 1.58 GB Download Download

[/su_table]

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