Grokking Data Science

Takeaway Skills

Learn Python fundamental libraries for data science

Learn statistics fundamentals for data science

Learn machine learning fundamentals for data science

Solve an end-to-end machine learning project

Get to know how to get the highest paying data scientist job

Learn Python fundamental libraries for data science

Learn statistics fundamentals for data science

Learn machine learning fundamentals for data science

Solve an end-to-end machine learning project

Get to know how to get the highest paying data scientist job

Course Overview

Master the skills that can get you a $100K+ salary even if you bunked your statistics classes. No need to waste hours and hours on browsing from one article to the next and piecing together the info you need to grasp important topics. No need to get overwhelmed by the information ove... See More

How You'll Learn

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Course Contents

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1. 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

2. 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

3. 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

4. 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

5. The Real Talk

How to Get That High-Paying Job

Imposter Syndrome

Final Thoughts