Data Science Courses & Tutorials

Data Science courses

106 Results

Career path
Data Scientist: Machine Learning Specialist
Machine Learning Data Scientists solve problems at scale, make predictions, find patterns, and more! They use Python, SQL, and algorithms.
Includes 27 Courses
With Professional Certification
Beginner Friendly
81 Lessons
Career path
Data Scientist: Analytics Specialist
Data Analysts and Analytics Data Scientists use Python and SQL to query, analyze, and visualize data — and communicate findings.
Includes 22 Courses
With Professional Certification
Beginner Friendly
69 Lessons
Career path
Business Intelligence Data Analyst
BI Data Analysts use Python and SQL to query, analyze, and visualize data — and Tableau and Excel to communicate findings.
Includes 18 Courses
With Certificate
Beginner Friendly
46 Lessons
Career path
Data Scientist: Natural Language Processing Specialist
NLP Data Scientists find meaning in language, analyze text and speech, and create chatbots. They use Python, SQL, & NLP to answer questions.
Includes 31 Courses
With Certificate
Beginner Friendly
84 Lessons
Career path
Machine Learning/AI Engineer
Machine Learning/AI Engineers build end-to-end ML applications and power many of the apps we use every day. They work in Python, Git, & ML.
Includes 7 Courses
With Certificate
Beginner Friendly
39 Lessons
Career path
Data Scientist: Inference Specialist
Inference Data Scientists run A/B tests, do root-cause analysis, and conduct experiments. They use Python, SQL, and R to analyze data.
Includes 24 Courses
With Certificate
Beginner Friendly
78 Lessons
Skill path
Build a Machine Learning Model with Python
Learn to build machine learning models with Python.
Includes 10 Courses
With Certificate
Intermediate
16 Lessons
Skill path
Visualize Data with Python
Learn to visualize data and create compelling data stories in Python.
Includes 6 Courses
With Certificate
Beginner Friendly
12 Lessons
Skill path
Analyze Data with SQL
Learn to analyze data with SQL and prepare for technical interviews.
Includes 8 Courses
With Certificate
Beginner Friendly
15 Lessons
Skill path
Analyze Data with Python
Learn to analyze and visualize data using Python and statistics.
Includes 8 Courses
With Certificate
Beginner Friendly
28 Lessons
Skill path
Analyze Financial Data with Python
Level up in financial analytics by learning Python to process, analyze, and visualize financial data.
Includes 6 Courses
With Certificate
Beginner Friendly
19 Lessons
Skill path
Analyze Data with R
Use R to process, analyze, and visualize data.
Includes 7 Courses
With Certificate
Beginner Friendly
19 Lessons
Skill path
Design Databases With PostgreSQL
Learn how to query SQL databases and design relational databases to efficiently store large quantities of data.
Includes 5 Courses
With Certificate
Beginner Friendly
11 Lessons
Skill path
Build Deep Learning Models with TensorFlow
Use TensorFlow to build and tune deep learning models.
Includes 7 Courses
With Certificate
Intermediate
6 Lessons
Skill path
Master Statistics with Python
Learn the statistics behind data science, from summary statistics to regression models.
Includes 9 Courses
With Certificate
Intermediate
31 Lessons
Skill path
Apply Natural Language Processing with Python
Learn Python for Natural Language Processing, the field behind chatbots, search engines, and autocorrect.
Includes 8 Courses
With Certificate
Intermediate
8 Lessons
Skill path
Data Analyst Interview Preparation
Prepare for data analyst interviews from job postings to technical interviews.
Includes 7 Courses
With Certificate
Intermediate
4 Lessons
Skill path
Data Scientist Interview Preparation
Prepare for the data science interview process, from navigating job postings to passing the technical interview.
Includes 8 Courses
With Certificate
Intermediate
8 Lessons
Skill path
Fundamental Math for Data Science
Build the mathematical skills you need to work in data science.
Includes 8 Courses
With Certificate
Beginner Friendly
16 Lessons
Skill path
Feature Engineering
Machine learning is only as good as its training data. Learn how to process data properly before training your models.
Includes 4 Courses
With Certificate
Intermediate
4 Lessons
Skill path
Build Chatbots with Python
Build rules-based and generative AI chatbots with Python
Includes 6 Courses
With Certificate
Beginner Friendly
21 Lessons
Skill path
Software Engineering for Data Scientists
Data Scientists often work with engineering teams. Learn the software engineering skills you need to bridge the gap between data science and
Includes 7 Courses
With Certificate
Intermediate
18 Lessons
Skill path
Intermediate Machine Learning
Level up your machine learning skills with tuning methods, advanced models, and dimensionality reduction.
Includes 5 Courses
With Certificate
Intermediate
7 Lessons
Skill path
Learn Machine Learning
Learn the basics of machine learning to train your own models.
Includes 7 Courses
With Certificate
Beginner Friendly
12 Lessons
Skill path
Machine Learning and AI Fundamentals
Learn the coding, data science, and math you need to get started as a Machine Learning or AI engineer.
Includes 9 Courses
With Certificate
Beginner Friendly
35 Lessons
Skill path
Data Science Foundations
Learn to clean, analyze, and visualize data with Python and SQL.
Includes 15 Courses
With Certificate
Beginner Friendly
49 Lessons
Course
Learn Python 3
Learn the basics of Python 3, one of the most powerful, versatile, and in-demand programming languages today.
With Certificate
Beginner Friendly
14 Lessons
Free course
Learn SQL
In this SQL course, you'll learn how to manage large datasets and analyze real data using the standard data management language.
Beginner Friendly
4 Lessons
Free course
Learn Python 2
Learn the basics of the world's fastest growing and most popular programming language used by software engineers, analysts, data scientists, and machine learning engineers alike.
Beginner Friendly
20 Lessons
Free course
Learn R
Learn to code in R for data analysis and visualization.
Beginner Friendly
16 Lessons
Free course
Getting Started with Python for Data Science
Work hands-on with real datasets while learning Python for data science.
Beginner Friendly
3 Lessons
Course
Learn Intermediate Python 3
Learn Intermediate Python 3 and practice leveraging Python’s unique features to build powerful, sophisticated applications.
With Certificate
Intermediate
11 Lessons
Course
Intro to Machine Learning
Learn the basics of Machine Learning in this introductory course.
With Certificate
Intermediate
13 Lessons
Course
How to Transform Tables with SQL
Practice more SQL in this course that covers how to manipulate and transform data.
With Certificate
Intermediate
4 Lessons
Course
Learn Data Analysis with Pandas
Learn the basics of Pandas, an industry standard Python library that provides tools for data manipulation and analysis.
With Certificate
Intermediate
4 Lessons
Free course
Machine Learning: Introduction with Regression
Get started with machine learning and learn how to build, implement, and evaluate linear regression models.
Beginner Friendly
3 Lessons
Course
Learn Web Scraping with Beautiful Soup
Learn Beautiful Soup, a popular Python library for web scraping.
With Certificate
Intermediate
1 Lesson
Free course
Learn MongoDB
Learn a new way to work with databases using MongoDB!
Beginner Friendly
5 Lessons
Free course
Python for Data Science: Working with Data
Learn loops, control flow, and functions while working hands-on to merge, aggregate, and analyze real-world datasets.
Beginner Friendly
4 Lessons
Free course
Learn the Basics of Regular Expressions
Get a taste of regular expressions (regex), a powerful search pattern language to quickly find the text you're looking for.
Beginner Friendly
1 Lesson
Course
How to Analyze Business Metrics with SQL
Explore SQL further in this course focusing on how to analyze data.
With Certificate
Intermediate
2 Lessons
Free course
Introduction to Big Data with PySpark
Learn how to work with big data using PySpark!
Beginner Friendly
2 Lessons
Course
Learn Advanced Python 3
Learn advanced topics in Python 3 and improve your developer skills.
With Certificate
Advanced
5 Lessons
Free course
Getting Started Off-Platform for Data Science
Learn how to do data science projects on your own computer locally!
Beginner Friendly
1 Lesson
Course
Getting Started with Natural Language Processing
Humans communicate with language, but computers communicate with data. Discover how to translate between the two in this course.
With Certificate
Beginner Friendly
1 Lesson
Free course
Probability
Learn the fundamentals of probability and how to quantify and visualize uncertainty.
Beginner Friendly
4 Lessons
Course
BI Dashboards with Power BI
Build stunning, interactive reports with Microsoft Power BI's business intelligence (BI) dashboards.
With Certificate
Beginner Friendly
Course
Learn Text Generation
Learn about seq2seq and LSTM neural networks commonly used in NLP work and how to implement them with TensorFlow for machine translation.
With Certificate
Intermediate
1 Lesson
Course
Learn Intermediate SQL for Marketers and Product Managers
Perform data analysis on funnels, churn, and attribution. This course contains advanced SQL content for new Marketers and Product Managers.
With Certificate
Intermediate
3 Lessons
Free course
Machine Learning: Artificial Intelligence Decision Making with Minimax
Teach computers how to make decisions and play games with the Minimax Algorithm!
Advanced
2 Lessons
Course
How to Clean Data with Python
Pull and clean data from the web with this Python based course.
With Certificate
Intermediate
2 Lessons
Free course
Learn to Program Alexa
Learn how to build and host your own Alexa Skill.
Beginner Friendly
7 Lessons
Free course
Machine Learning: Perceptrons
Learn how to build perceptrons: the foundations of neural networks.
Beginner Friendly
1 Lesson
Free course
R for Programmers
A quick primer on R fundamentals for programmers.
Beginner Friendly
Free course
Linear Regression in Python
Learn how to fit, interpret, and compare linear regression models in Python.
Intermediate
4 Lessons
Free course
Analyze Taylor Swift Lyrics with Python Case Study
Use sentiment analysis and natural language processing to analyze Taylor Swift's lyrics.
Beginner Friendly
Free course
Principles of Data Literacy
Discover the world of data in this fully conceptual course where you will learn how to think about, visualize, and analyze data.
Beginner Friendly
6 Lessons
Course
Learn Linear Regression with R
Learn about the difference between simple linear regression and multiple linear regression in R
With Certificate
Intermediate
1 Lesson
Course
Learn Statistics with NumPy
Learn about NumPy, a Python library used to store arrays of numbers, organize large amounts of data, and perform statistical calculations.
With Certificate
Intermediate
3 Lessons
Free course
Analyze NFL Stats with Python Case Study
Use NFL team statistics to model game winners and discover the most important team-level stats
Beginner Friendly
Course
Exploratory Data Analysis in Python
Learn about exploratory data analysis (EDA) techniques.
With Certificate
Beginner Friendly
5 Lessons
Free course
Learn Tableau for Data Visualization
Learn the basics of data setup and visualization in Tableau.
Beginner Friendly
2 Lessons
Free course
Linear Algebra
Learn about linear algebra and how to perform operations with matrices and vectors.
Beginner Friendly
2 Lessons
Free course
Machine Learning: Random Forests & Decision Trees
Learn how to build decision trees and then build those trees into random forests.
Beginner Friendly
2 Lessons
Course
Learn Statistics with Python
Learn how to calculate and interpret several descriptive statistics using the Python library NumPy.
With Certificate
Beginner Friendly
11 Lessons
Free course
Learn Statistics with R
Learn how to implement statistical models in R
Intermediate
9 Lessons
Course
Learn D3
Learn D3, the popular interactive data visualization library.
With Certificate
Intermediate
1 Lesson
Free course
Learn Conversational Design with Alexa
Learn advanced techniques to build more conversational Alexa skills.
Intermediate
6 Lessons
Course
Learn ggplot2
Learn how to create visualizations using the popular R package ggplot2
With Certificate
Intermediate
2 Lessons
Free course
Learn dplyr
Learn how to organize and modify data in R using dplyr.
Intermediate
5 Lessons
Course
Text Preprocessing
Learn to clean text with Python 3 using regular expressions (regex) and NLTK.
With Certificate
Intermediate
2 Lessons
Course
Language Parsing
Apply regular expressions (regex) and other natural language parsing tactics to find meaning and insights in the texts you read every day.
With Certificate
Intermediate
2 Lessons
Course
Hypothesis Testing with Python
Learn to plan, implement, and interpret a hypothesis test in Python.
With Certificate
Intermediate
6 Lessons
Free course
Using Storytelling to Prove a Case With Data
Learn how to craft a compelling case for any audience using data and storytelling. Built by Hubspot.
Beginner Friendly
Free course
Differential Calculus
Learn about calculus, including how to analyze functions using limits and derivatives.
Beginner Friendly
1 Lesson
Course
BI Dashboards with Tableau
Communicate your data findings more effectively—build visually appealing, interactive business intelligence (BI) dashboards with Tableau.
With Certificate
Beginner Friendly
Free course
Learn the Basics of Causal Inference with R
Find out when correlation really is causation!
Intermediate
5 Lessons
Free course
Difference in Differences for Causal Inference
Estimate effects by analyzing trends over time
Advanced
1 Lesson
Free course
Build a Machine Learning Pipeline
Learn how to build machine pipelines!
Intermediate
1 Lesson
Free course
Machine Learning: Logistic Regression
Predict the probability that a datapoint belongs to a given class with Logistic Regression.
Beginner Friendly
2 Lessons
Free course
Machine Learning: K-Nearest Neighbors
Implement and assess the K-Nearest Neighbors algorithm.
Beginner Friendly
2 Lessons
Free course
Analyze Traffic Safety Data with Python Case Study
Create data visualizations of traffic data from the last two decades and model the relationship between smartphones and collision rates.
Beginner Friendly
Free course
How to Choose a Linear Regression Model
Learn how to decide which regression model to use.
Intermediate
1 Lesson
Free course
Learn Recommender Systems
Leverage machine learning to make recommendations with recommender systems.
Intermediate
1 Lesson
Free course
Ensemble Methods in Machine Learning
Learn about ensembling methods in machine learning!
Intermediate
2 Lessons
Free course
Simple Linear Regression
Learn how to fit and interpret linear regression with a single predictor variable
Beginner Friendly
1 Lesson
Free course
Matching and Weighting Methods for Causal Inference
Use matching, weighting, propensity scores, and stratification to prepare data for causal analysis.
Advanced
1 Lesson
Free course
Regression Discontinuity Design and Instrumental Variables
Mimic experiments with the data you already have and measure the effects of treatment even with incomplete data.
Advanced
2 Lessons
Free course
Multiple Linear Regression
Learn how to build and interpret linear regression models with more than one predictor variable.
Beginner Friendly
2 Lessons
Free course
Potential Outcomes Framework for Causal Inference
Use the Potential Outcomes Framework to estimate what we cannot measure.
Advanced
1 Lesson
Free course
Machine Learning: Clustering with K-Means
Use unsupervised learning to find patterns hidden in data.
Beginner Friendly
2 Lessons
Free course
Introduction to Hypothesis Testing
Learn how to get started with Hypothesis Testing using T-tests
Beginner Friendly
2 Lessons
Free course
Hypothesis Testing: Significance Thresholds
Learn how to evaluate statistical significance and the best thresholds to use.
Beginner Friendly
1 Lesson
Free course
Statistics: Boxplots
Boxplots are the most compact way to visually represent descriptive statistics about a variable. Learn how to make them in this course.
Beginner Friendly
1 Lesson
Free course
Hypothesis Testing: Associations
Test associations between variables.
Beginner Friendly
1 Lesson
Free course
Hypothesis Testing: Experimental Design
Learn how to set up experiments to both address research questions and weigh the trade off between resources and errors.
Beginner Friendly
2 Lessons
Free course
Statistics: Mean, Median, Mode
Get started with the most popular summary statistics: mean, median, and mode.
Beginner Friendly
3 Lessons
Free course
Statistics: Variance and Standard Deviation
Learn how to calculate, interpret, and report the variance and standard deviation
Beginner Friendly
2 Lessons
Free course
Statistics: Histograms
Learn how to work with bins and breaks to describe the distribution of a dataset.
Beginner Friendly
3 Lessons
Free course
Statistics: Quartiles, Quantiles, and IQR
Sometimes data needs to be described in terms of distributions, quartiles, quintiles, and IQR let you do just that.
Beginner Friendly
3 Lessons
Free course
Intro to SQL
Use SQL to create, access, and update tables of data in a relational database.
Beginner Friendly
2 Lessons
Free course
Learn SQL: Aggregate Functions
Perform calculations inside SQL queries to answer specific data questions.
Beginner Friendly
1 Lesson
Free course
Learn SQL: Multiple Tables
Combine data stored across multiple tables using joins, unions, and temporary tables.
Beginner Friendly
1 Lesson
Free course
Intro to Data Visualization with Python
Turn data into meaningful charts using Matplotlib.
Beginner Friendly
2 Lessons
Free course
Data Visualization with Python: Visual Arguments
Learn good design principles for telling a visual story with data using Matplotlib.
Beginner Friendly
1 Lesson
Free course
Data Visualization with Python: Seaborn
Turn pandas DataFrames into publication-ready visualizations using Seaborn.
Beginner Friendly
2 Lessons

Data Science

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New to Data Science? Start here

Data Science Foundations

Data Science Foundations

Data Science courses

Level

Price

Type

Lessons

Projects

Data Science courses

Data Scientist: Machine Learning Specialist

Data Scientist: Analytics Specialist

Business Intelligence Data Analyst

Data Scientist: Natural Language Processing Specialist

Machine Learning/AI Engineer

Data Scientist: Inference Specialist

Build a Machine Learning Model with Python

Visualize Data with Python

Analyze Data with SQL

Analyze Data with Python

Analyze Financial Data with Python

Analyze Data with R

Design Databases With PostgreSQL

Build Deep Learning Models with TensorFlow

Master Statistics with Python

Apply Natural Language Processing with Python

Data Analyst Interview Preparation

Data Scientist Interview Preparation

Fundamental Math for Data Science

Feature Engineering

Build Chatbots with Python

Software Engineering for Data Scientists

Intermediate Machine Learning

Learn Machine Learning

Machine Learning and AI Fundamentals

Data Science Foundations

Learn Python 3

Learn SQL

Learn Python 2

Learn R

Getting Started with Python for Data Science

Learn Intermediate Python 3

Intro to Machine Learning

How to Transform Tables with SQL

Learn Data Analysis with Pandas

Machine Learning: Introduction with Regression

Learn Web Scraping with Beautiful Soup

Learn MongoDB

Python for Data Science: Working with Data

Learn the Basics of Regular Expressions

How to Analyze Business Metrics with SQL

Introduction to Big Data with PySpark

Learn Advanced Python 3

Getting Started Off-Platform for Data Science

Getting Started with Natural Language Processing

Probability

BI Dashboards with Power BI

Learn Text Generation

Learn Intermediate SQL for Marketers and Product Managers

Machine Learning: Artificial Intelligence Decision Making with Minimax

How to Clean Data with Python

Learn to Program Alexa

Machine Learning: Perceptrons

R for Programmers

Linear Regression in Python

Analyze Taylor Swift Lyrics with Python Case Study

Principles of Data Literacy

Learn Linear Regression with R

Learn Statistics with NumPy

Analyze NFL Stats with Python Case Study

Exploratory Data Analysis in Python

Learn Tableau for Data Visualization

Linear Algebra

Machine Learning: Random Forests & Decision Trees

Learn Statistics with Python

Learn Statistics with R

Learn D3