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Ritchie Ng
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Programming Languages
Pandas
Introduction to Pandas
Reading Tabular Data
Selecting Pandas Series
Pandas Parentheses
Renaming Columns
Removing Columns
Sorting
Filtering
Multiple Criteria Filtering
Examining Dataset
Using "axis" Parameter
Using String Methods
Changing data type
Using "groupby"
Exploring Series
Handling Missing Values
Using Pandas Index
Selecting Multiple Rows and Columns
Using "inplace" parameter
Making DataFrame Smaller and Faster
Pandas and Scikit-Learn
Randomly Sample Rows
Creating Dummy Variables
Working with Date and Time
Removing duplicate rows
Filtering and Converting Series to NaN
Changing Display Options
Creating a DataFrame from objects
Apply function to Series and DataFrame
Dot function
Calculate Central Tendency Measures
Calculate Variability Measures
Vectorization Methods
Numpy
Create Arrays
Indexing and Slicing
Matrix Arithmetic
Indexing and Slicing
Solving Multiple Linear Equations
Python
Useful Python Scripts
Python Classes
Python Super
Python Comprehensions
Python Lambda, Reduce, Map and Filter
Python Decorator, Args and Kwargs
C++
C++ Introduction
C++ Control Flow
C++ Functions
Octave
Mac OSX Setup
Introductory Octave for Machine Learning
C++ Functions
Writing reusable code in C++
Why do we define functions?
Readability
Maintainability
Re-usability (I know this is not a word, but you get what I mean)
Function Declaration Syntax
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