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Python Fundamentals for Data Science

Creating the Workspace - Jupyter Notebooks

Python Libraries

Learning NumPy - An Introduction

NumPy Basics - Creating NumPy Arrays and Array Attributes

NumPy Basics - Array Indexing and Slicing

NumPy Basics - Reshaping and Concatenation

NumPy Arithmetic and Statistics - Computations and Aggregations

NumPy Arithmetic and Statistics - Comparison and Boolean Masks

Exercises: NumPy

Learning Pandas - An Introduction

Pandas Core Components - The Series Object

Pandas Core Components - The DataFrame Object

Pandas DataFrame Operations - Read, View and Extract Information

Pandas DataFrame Operations - Selection, Slicing, and Filtering

Pandas DataFrame Operations - Grouping and Sorting

Pandas DataFrame Operations - Dealing With Missing and Duplicates

Pandas DataFrame Operations - Pivot Tables and Functions

Pandas: Further Readings and Cheat Sheet

Exercises: Pandas

Data Visualization - An Introduction

Data Visualization - Matplotlib Tips

Data Visualization Techniques - Scatter, Line, and Histogram

Data Visualization Techniques - Bar and Box Plot

Data Visualization Cheat Sheet

Quiz: Data Visualization

The Fundamentals of Statistics

Introduction Statistical Features - Basics Statistical Features - Working With Box Plots Basics of Probability Bayesian Statistics Probability Distributions - An Introduction Types of Distributions - Uniform, Bernoulli, and Binomial Types of Distributions - Normal Types of Distributions - Poisson and Exponential Probability Distributions Recap Statistical Significance Quiz: Statistics

Machine Learning 101

Introduction Understanding Machine Learning Types of Machine Learning Algorithms Machine Learning Algorithms I Machine Learning Algorithms II Quiz: Machine Learning Algorithms Evaluating a Model Quiz: Evaluating a Model Key Points to Remember Machine Learning Project Checklist

End-to-End Machine Learning Project

Introduction Kaggle Challenge - Exploratory Data Analysis Kaggle Challenge - Data Preprocessing Kaggle Challenge - Data Transformation Kaggle Challenge - Machine Learning Models Kaggle Challenge - Fine Tune Parameters Kaggle Challenge - Present, Launch and Maintain the System Assignment Further Study Material

The Real Talk

How to Get That High-Paying Job Imposter Syndrome Final Thoughts

Grokking Data Science

Data Visualization Cheat Sheet

We'll cover the following...

- - Picking the Right Data Visualization

Picking the Right Data

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