Mô tả

Welcome to the most comprehensive Data Analytics course available on Udemy! When you become a Data Analyst, there are two things that you should be skilled at in order to be a master data analyst, Python and Tableau!

This course is a great choice for beginners looking to expand their skills in Data Analytics. You also create a solid portfolio of your work online and can link it on your resume.

At 11+ hours, this Python and Tableau course will teach you the core principles of Data Analytics at every stage in the pipeline. Even if you have no programming experience, this course will take you from beginner to professional.

Why you should take this course:

  • Our learning is going to be project-centric: we will tackle the core concepts in Python and Tableau as it comes up in the real life projects we’ll be working on.

  • You get experience in both Python and Tableau - the two powerhouses in the data analytics community

  • You also understand how you can clean/analyze data in Python and then visualize it in Tableau - an end-to-end process that many data analysts use today.

  • You get a chance to showcase your work in a portfolio online

What are the Projects you will work on?

Sales Analysis for Value Inc: We’re going to be working on a Sales Analysis for a popular retail company called Value Inc.

Here we use Python for the following to clean our data and we use popular libraries like pandas and learn how to work with dataframes, perform calculations and much more. We are then going to extract that data to Tableau where we learn how to create calculations, parameters and develop a dashboard for the sales manager.

Loan Analysis for Blue Bank: We’re also going to be working on a Loan Analysis for a bank. Using Python and Tableau, blue bank wants to see an analysis of people who have taken loans but might have issues paying back. We learn how to read JSON files, work with lists, dictionaries, Numpy and if statements. We also learn how to do exceptions, for loops and plots in Python. Once that's done, we extract the data to Tableau and build charts, work with Tableau Calculations and create an interactive dashboard.

Sentiment and Keyword Analysis: We’re also going to be doing a sentiment and keyword analysis for Blog Me. A blogging website that would like us to analyze news headlines and extract a sentiment from these articles. Here, we use a Natural Language Processing Library called Vader, that can extract sentiment on Python. We also learn about functions and classes on Python. Once we extract the data to Tableau, we learn how to perform Tableau Joins, work with sets and context filtering and finally create an interactive dashboard.

In this course you will learn the following:

Python:

  1. Install and Set Up Anaconda

  2. Learn about python variables and data types

  3. Learn about strings, integers

  4. Using lists, tuples and dictionaries

  5. Creating functions

  6. Using if statements and for/while loops

  7. Creating exception handling

  8. Using the exponent function

  9. Working with comments

  10. Reading and writing files

  11. Scripting classes and objects

  12. Sentiment Analysis

Tableau:

  1. Connecting to a data source

  2. Understanding tableau joins and unions

  3. Rename a data field

  4. Assign an alias to a data value

  5. Assign a geographic role to a data field

  6. Change data type for a data field

  7. Change default aggregation properties

  8. Bar Chart

  9. Line Chart

  10. Map

  11. Dual Axis

  12. Create a set

  13. Add a filter

  14. Manual and computed sorts

  15. Reference lines

  16. Table calculations

  17. Bins and Histograms

  18. Calculated fields

  19. Parameters

  20. Create a dashboard

  21. Add dashboard actions

  22. Download dashboards

By the time you complete this course, you'll be a highly proficient Python and Tableau user. You will be using your skills as a data analyst to extract knowledge from data so you can analyze and visualize data with ease.

Bạn sẽ học được gì

In this course you'll understand the inner workings of the data analytics pipeline from using Python for Data Cleaning & Analysis and Tableau for Data Visuals

Be able to program in Python and execute code

Create Interactive Charts and Dashboards on Tableau

Create a portfolio of 3 real life Python/Tableau projects to apply for data analytics jobs

Learn how to perform Data Analytics on Python with Pandas, Numpy, Matplotlib and Others

Yêu cầu

  • Basic Knowledge of Computers
  • Internet
  • Microsoft Excel if Possible

Nội dung khoá học

8 sections

Introduction

8 lectures
Introduction to the Course: Why we're learning Python and Tableau
02:19
Python and Tableau: A Brief Overview
02:31
Lecture 3: Python for Data Analysis
04:42
Why Data Visualization is Important
07:05
How to Install Python on Windows
04:32
How to Install Python on Mac
04:34
How to Install Tableau Public - Windows and Mac
01:43
How the Course is Structured
03:22

Introduction to Python

2 lectures
Introduction to Spyder
05:58
Playing around with Python
14:51

Python - Project 1: Value Inc. Sales Analysis

7 lectures
Python Project 1 - Value Inc - Project Introduction and Working with Pandas
22:10
Python - Project 1 - Value Inc - What happens when we close Spyder?
01:55
Python Project 1 - Value Inc - Working with Calculations on Python
45:46
Python Project 1 - Value Inc - Concatenating Variables and Working with iloc
26:42
Python Project 1 - Value Inc - Using functions in Python like Split, Replace
34:47
Python Project 1 - Value Inc - Running our Final Script
02:40
Quick Review on Python
4 questions

Python Project 2 - Blue Bank Loan Analysis

6 lectures
Python Project 2 - Blue Bank - Working with Blue Bank's JSON data
38:20
Python Project 2 - Blue Bank - Working with Arrays
18:28
Python Project 2 - Blue Bank - If Statements and For Loops
50:33
Python Project 2 - Blue Bank - Using Exceptions and Plots
31:15
Python Project 2 - Blue Bank - Running our Final Script
00:54
A Quiz covering learnings from Blue Bank
2 questions

Python Project 3 - BlogMe Sentiment Analysis

5 lectures
Python Project 3 - BlogMe - Group By and Aggregates
23:26
Python Project 3 - Blog Me - Functions on Python
44:24
Python Project 3 - Blog Me - Classes in Python
18:41
Python Project 3 - Blog Me - Sentiment Analysis on Python
32:11
A Quiz Covering the learnings from Blog Me
2 questions

Tableau - Project 1 - Value Inc

8 lectures
Tableau Project 1 - Value Inc - Introduction to Tableau Public
03:49
Tableau Project 1 - Value Inc - Reviewing what we will be building
03:02
Tableau Project 1 - Value Inc - Connecting to a Data Source
14:22
Tableau Project 1 - Value Inc - Creating a Line Chart
17:53
Tableau Project 1 - Value Inc - Creating Bar Charts
19:40
Tableau Project 1 - Value Inc - Creating Maps and Headline Cards
20:56
Tableau Project 1 - Value Inc - Creating Dashboards and Publishing
21:32
Introduction to Tableau Server
13:56

Tableau Project 2 - Blue Bank

5 lectures
Tableau Project 2 - Blue Bank - Reviewing what we will be building
01:43
Tableau Project 2 - Blue Bank - Connecting to the Data
06:38
Tableau Project 2 - Blue Bank - Building Charts Part 1
20:42
Tableau Project 2 - Blue Bank - Building Charts Part 2
23:35
Tableau Project 2 - Blue Bank - Building and Publishing Dashboard
22:10

Tableau Project 3 - BlogMe Sentiment Analysis

6 lectures
Tableau Project 3 - BlogMe - Reviewing what we will be building
01:09
Tableau Project 3 - Blog Me - Connecting to the Data
13:04
Tableau Project 3 - BlogMe - Building Charts Part 1
25:51
Tableau Project 3 - BlogMe - Building Charts Part 2
05:43
Tableau Project 3 - BlogMe - Building and Publishing the Dashboard
14:35
A Quiz about Tableau
3 questions

Đánh giá của học viên

Chưa có đánh giá
Course Rating
5
0%
4
0%
3
0%
2
0%
1
0%

Bình luận khách hàng

Viết Bình Luận

Bạn đánh giá khoá học này thế nào?

image

Đăng ký get khoá học Udemy - Unica - Gitiho giá chỉ 50k!

Get khoá học giá rẻ ngay trước khi bị fix.