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Learn Data Analysis From Scratch
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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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