[ FreeCourseWeb ] Learn Data Analysis From Scratch

[ FreeCourseWeb.com ] Learn Data Analysis From Scratch

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MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 81 Lessons (11h 24m) | Size: 2.77 GB
In this course you are going to learn about following topics

LEARN DATA ANALYSIS FROM SCRATCH
Part I : Tools For Data Analysis
Python Refresher
01 Course Pre-Requisite
Learn Coding From Scratch With Python3
02 Ipython Interpreter
03 Jupyter Notebook
04 Python Refresher - Basic DataTypes
05 Python Refresher - Collection Types - Lists
06 Python Refresher - Collection Types - Dictionaries
07 Python Refresher - Collection Types - Sets
08 Python Refresher - Collection Types - Tuples
09 Python Refresher - Functions
10 Python Refresher - Classes And Objects
Numpy Core Concept For Data Analysis
Step 1 : Concept : Numpy Introduction
What is Numpy?
Why Use Numpy?
Step 2 : Concept : Arrays Revisited
Types Of Arrays
Step 3 : Lab : Ways to Create Arrays
1. Create Arrays Using Python List
2. Using Numpy's Methods
Step 4 : Concept + Lab : Numpy Array Internals
Dimensions
Shape
Strides
Step 5 : Concept + Lab : Data Types and Casting
Step 6 : Concept + Lab : Slicing And Indexing
1. Understand Slicing and Indexing 1-D Array
2. Understand Slicing and Indexing Multidimensional Array
Step 7 : Concept + Lab : Array Operations
1. Common Operations On Arrays
2. Commonly Used Functions for Numpy Array Operations
Step 8 : Concept + Lab : Broadcasting
Array Broadcasting Principle
Understand Usage of Broadcasting
Step 9 : Concept + Lab : Understand Vectorization
Pandas Core Concept For Data Analysis
Step 1 : What is Pandas
Step 2 : DataFrames
Step 3 : DataFrames Basics
Step 4 : Handling Missing Data
Step 5 : GroupBy
Step 6 : Aggregation
Step 7 : Transform
Step 8 : Window Functions
Step 9 : Filter
Step 10 : Join Merge And Concat
Step 11 : Apply Method
Step 12 : DataFrame Reshape
Step 13 : Calculate Frequency Distribution
Part II : Data Analysis Core Concepts
What is Data
What is DataSet

Types of Variables
Definition

Types of Data Types

Use Winrar to Extract. And use a shorter path when extracting, such as C: drive

ALSO ANOTHER TIP: You Can Easily Navigate Using Winrar and Rename the Too Long File/ Folder Name if Needed While You Cannot in Default Windows Explorer. You are Welcome ! :)

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