Projects

Where Courses teach you new data science skills and Practice Mode helps you sharpen them, building Projects gives you hands-on experience solving real-world problems.

Designed by expert instructors, DataCamp Projects are an important step in your journey to become data fluent and help you build your data science portfolio to show employers.

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Introduction to DataCamp Projects

If you've never done a DataCamp project, this is the place to start!

Data Visualization

Case Studies

Introduction to DataCamp Projects

If you've never done a DataCamp project, this is the place to start!

Data Visualization

Case Studies

Exploring 67 years of LEGO

In this project we will explore a database of every LEGO set ever built.

Data Manipulation

Dr. Semmelweis and the Discovery of Handwashing

Reanalyse the data behind one of the most important discoveries of modern medicine: handwashing.

Data Manipulation

Phyllotaxis: Draw Flowers Using Mathematics

Use R to make art and create imaginary flowers inspired by nature.

Data Visualization

Case Studies

Exploring the Bitcoin Cryptocurrency Market

You will explore the market capitalization of Bitcoin and other cryptocurrencies.

Data Manipulation

Dr. Semmelweis and the Discovery of Handwashing

Reanalyse the data behind one of the most important discoveries of modern medicine: handwashing.

Data Manipulation

A Network Analysis of Game of Thrones

Analyze the network of characters in Game of Thrones and how it changes over the course of the books.

Case Studies

Introduction to DataCamp Projects

If you've never done a DataCamp project, this is the place to start!

Data Manipulation

Risk and Returns: The Sharpe Ratio

Use pandas to calculate and compare profitability and risk of different investments using the Sharpe Ratio.

Applied Finance

Case Studies

Exploring the Kaggle Data Science Survey

Discover what top tools Kaggle participants use for data science and machine learning.

Case Studies

Exploring the Evolution of Linux

Find out about the development of the Linux operating system by exploring its Git repository history.

Importing & Cleaning Data

Case Studies

A New Era of Data Analysis in Baseball

Use MLB's Statcast data to compare New York Yankees sluggers Aaron Judge and Giancarlo Stanton.

Data Manipulation

Level Difficulty in Candy Crush Saga

Analyze data from the hit mobile game, Candy Crush Saga.

Data Manipulation

The Hottest Topics in Machine Learning

Use Natural Language Processing on NIPS papers to uncover the trendiest topics in machine learning research.

Data Manipulation

Naïve Bees: Image Loading and Processing

Load, transform, and understand images of honey bees and bumble bees in Python.

Data Manipulation

Wrangling and Visualizing Musical Data

Wrangle and visualize musical data to find common chords and compare the styles of different artists.

Case Studies

Word Frequency in Moby Dick

Use web scraping and NLP to find the most frequent words in Herman Melville's novel, Moby Dick.

Importing & Cleaning Data

Case Studies

Name Game: Gender Prediction using Sound

Analyze the gender distribution of children's book writers and use sound to match names to gender.

Case Studies

Generating Keywords for Google Ads

Automatically generate keywords for a search engine marketing campaign using Python.

Data Manipulation

Who Is Drunk and When in Ames, Iowa?

Flex your tidyverse muscles on breath alcohol test data from Ames, Iowa, USA.

Data Manipulation

Predicting Credit Card Approvals

Build a machine learning model to predict if a credit card application will get approved.

Data Manipulation

Classify Song Genres from Audio Data

Rock or rap? Apply machine learning methods in Python to classify songs into genres.

Data Manipulation

Mobile Games A/B Testing with Cookie Cats

Analyze an A/B test from the popular mobile puzzle game, Cookie Cats.

Case Studies

Recreating John Snow's Ghost Map

Recreate John Snow's famous map of the 1854 cholera outbreak in London.

Data Manipulation

Predict Taxi Fares with Random Forests

Use regression trees and random forests to find places where New York taxi drivers earn the most.

Data Visualization

A Visual History of Nobel Prize Winners

Explore a dataset from Kaggle containing a century's worth of Nobel Laureates. Who won? Who got snubbed?

Data Manipulation

Visualizing Inequalities in Life Expectancy

Compare life expectancy across countries and genders with ggplot2.

Data Manipulation

Bad passwords and the NIST guidelines

Check what passwords fail to conform to the National Institute of Standards and Technology password guidelines.

Case Studies

Rise and Fall of Programming Languages

Analyze the relative popularity of programming languages over time based on Stack Overflow data.

Data Manipulation

Naïve Bees: Predict Species from Images

Build a model that can automatically detect honey bees and bumble bees in images.

Data Manipulation

Bad passwords and the NIST guidelines

Check what passwords fail to conform to the National Institute of Standards and Technology password guidelines.

Case Studies

Who Is Drunk and When in Ames, Iowa?

Flex your pandas muscles on breath alcohol test data from Ames, Iowa, USA.

Data Manipulation

A Visual History of Nobel Prize Winners

Explore a dataset from Kaggle containing a century's worth of Nobel Laureates. Who won? Who got snubbed?

Data Manipulation

Scout Your Athletics Fantasy Team

Analyze athletics data to find new ways to scout and assess jumpers and throwers.

Data Manipulation

The GitHub History of the Scala Language

Find the true Scala experts by exploring its development history in Git and GitHub.

Data Manipulation

Functions for Food Price Forecasts

Write functions to forecast time series of food prices in Rwanda.

Data Manipulation

Do Left-handed People Really Die Young?

Use pandas and Bayesian statistics to see if left-handed people actually die earlier than righties.

Data Manipulation

ASL Recognition with Deep Learning

Build a convolutional neural network to classify images of letters from American Sign Language.

Data Manipulation

Reducing Traffic Mortality in the USA

How can we find a good strategy for reducing traffic-related deaths?

Data Manipulation

Naïve Bees: Deep Learning with Images

Build a deep learning model that can automatically detect honey bees and bumble bees in images.

Data Manipulation

What Your Heart Rate Is Telling You

Examine the relationship between heart rate and heart disease using multiple logistic regression.

Data Manipulation

What Makes a Pokémon Legendary?

Use tree-based machine learning methods to identify the characteristics of legendary Pokémon.

Data Manipulation

TV, Halftime Shows, and the Big Game

Load, clean, and explore Super Bowl data in the age of soaring ad costs and flashy halftime shows.

Data Manipulation

A Text Analysis of Trump's Tweets

Apply text mining to Donald Trump's tweets to confirm if he writes the (angrier) Android half.

Data Manipulation

Explore 538's Halloween Candy Rankings

Get ready for Halloween by digging into a FiveThirtyEight dataset with all your favorite candy!

Data Manipulation

Extract Stock Sentiment from News Headlines

Scrape news headlines for FB and TSLA then apply sentiment analysis to generate investment insight.

Data Manipulation

Clustering Heart Disease Patient Data

Experiment with clustering algorithms to help doctors inform treatment for heart disease patients.

Data Manipulation

Degrees That Pay You Back

Explore the salary potential of college majors with a k-means cluster analysis.

Data Manipulation

Give Life: Predict Blood Donations

Build a binary classifier to predict if a blood donor is likely to donate again.

Data Manipulation

Which Debts Are Worth the Bank's Effort?

Play bank data scientist and use regression discontinuity to see which debts are worth collecting.

Data Manipulation

Find Movie Similarity from Plot Summaries

Use NLP and clustering on movie plot summaries from IMDb and Wikipedia to quantify movie similarity.

Data Manipulation

The Android App Market on Google Play

Load, clean, and visualize scraped Google Play Store data to understand the Android app market.

Data Manipulation

Book Recommendations from Charles Darwin

Build a book recommendation system using NLP and the text of books like "On the Origin of Species."

Data Manipulation

Data Science for Social Good: Crime Study

Use data science to catch criminals, plus find new ways to volunteer personal time for social good.

Data Manipulation

Planning Public Policy in Argentina

Apply unsupervised learning techniques to help plan an education program in Argentina.

Data Manipulation

Where Would You Open a Chipotle?

Create and explore interactive maps using Leaflet to determine where to open the next Chipotle.

Data Manipulation

Up and Down With the Kardashians

Plot Google Trends data to find the most famous Kardashian/Jenner sister. Is it Kim? Kendall? Kylie?

Data Manipulation

Where Are the Fishes?

Explore acoustic backscatter data to find fish in the U.S. Atlantic Ocean.

Data Manipulation

Gender Bias in Graduate Admissions

Analyze admissions data from UC Berkeley and find out if the university was biased against women.

Data Manipulation

Kidney Stones and Simpson's Paradox

Use logistic regression to determine which treatment procedure is more effective for kidney stone removal.

Data Visualization

Reducing Traffic Mortality in the USA

How can we find a good strategy for reducing traffic-related deaths?

Data Manipulation

Health Survey Data Analysis of BMI

Analyze health survey data to determine how BMI is associated with physical activity and smoking.

Probability & Statistics

Case Studies

Clustering Bustabit Gambling Behavior

Use cluster analysis to glean insights into cryptocurrency gambling behavior.

Data Manipulation

Comparing Cosmetics by Ingredients

Process ingredient lists for cosmetics on Sephora then visualize similarity using t-SNE and Bokeh.

Data Manipulation

Drunken Datetimes in Ames, Iowa

Apply your skills from "Working with Dates and Times in R" to breathalyzer data from Ames, Iowa.

Data Manipulation

Going Down to South Park: A Text Analysis

Analyze the dialog and IMDB ratings of 287 South Park episodes. Warning: contains explicit language.

Data Manipulation

TV, Halftime Shows, and the Big Game

Load, clean, and explore Super Bowl data in the age of soaring ad costs and flashy halftime shows.

Data Manipulation

Trends in Maryland Crime Rates

Apply hierarchical and mixed-effect models to analyze Maryland crime rates.

Data Manipulation

Are You Ready for the Zombie Apocalypse?

Use your logistic regression skills to protect people from becoming zombies!

Data Manipulation

Partnering to Protect You from Peril

Examine the network of connections among local health departments in the United States.

Data Manipulation

Modeling the Volatility of US Bond Yields

Discover how the US bond yields behave using descriptive statistics and advanced modeling.

Data Visualization

Applied Finance

Who's Tweeting? Trump or Trudeau?

Build a machine learning classifier that knows whether President Trump or Prime Minister Trudeau is tweeting!

Data Manipulation

Analyze International Debt Statistics

Write SQL queries to answer interesting questions about international debt using data from The World Bank.

Data Manipulation

Importing & Cleaning Data

The Impact of Climate Change on Birds

Predict the impact of climate change on bird distributions using spatial data and machine learning.

Data Manipulation

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Projects

Introduction to DataCamp Projects

Introduction to DataCamp Projects

Exploring 67 years of LEGO

Dr. Semmelweis and the Discovery of Handwashing

Phyllotaxis: Draw Flowers Using Mathematics

Exploring the Bitcoin Cryptocurrency Market

Dr. Semmelweis and the Discovery of Handwashing

A Network Analysis of Game of Thrones

Introduction to DataCamp Projects

Risk and Returns: The Sharpe Ratio

Exploring the Kaggle Data Science Survey

Exploring the Evolution of Linux

A New Era of Data Analysis in Baseball

Level Difficulty in Candy Crush Saga

The Hottest Topics in Machine Learning

Naïve Bees: Image Loading and Processing

Wrangling and Visualizing Musical Data

Word Frequency in Moby Dick

Name Game: Gender Prediction using Sound

Generating Keywords for Google Ads

Who Is Drunk and When in Ames, Iowa?

Predicting Credit Card Approvals

Classify Song Genres from Audio Data

Mobile Games A/B Testing with Cookie Cats

Recreating John Snow's Ghost Map

Predict Taxi Fares with Random Forests

A Visual History of Nobel Prize Winners

Visualizing Inequalities in Life Expectancy

Bad passwords and the NIST guidelines

Rise and Fall of Programming Languages

Naïve Bees: Predict Species from Images

Bad passwords and the NIST guidelines

Who Is Drunk and When in Ames, Iowa?

A Visual History of Nobel Prize Winners

Scout Your Athletics Fantasy Team

The GitHub History of the Scala Language

Functions for Food Price Forecasts

Do Left-handed People Really Die Young?

ASL Recognition with Deep Learning

Reducing Traffic Mortality in the USA

Naïve Bees: Deep Learning with Images

What Your Heart Rate Is Telling You

What Makes a Pokémon Legendary?

TV, Halftime Shows, and the Big Game

A Text Analysis of Trump's Tweets

Explore 538's Halloween Candy Rankings

Extract Stock Sentiment from News Headlines

Clustering Heart Disease Patient Data

Degrees That Pay You Back

Give Life: Predict Blood Donations

Which Debts Are Worth the Bank's Effort?

Find Movie Similarity from Plot Summaries

The Android App Market on Google Play

Book Recommendations from Charles Darwin

Data Science for Social Good: Crime Study

Planning Public Policy in Argentina

Where Would You Open a Chipotle?

Up and Down With the Kardashians

Where Are the Fishes?

Gender Bias in Graduate Admissions

Kidney Stones and Simpson's Paradox

Reducing Traffic Mortality in the USA

Health Survey Data Analysis of BMI

Clustering Bustabit Gambling Behavior

Comparing Cosmetics by Ingredients

Drunken Datetimes in Ames, Iowa

Going Down to South Park: A Text Analysis

TV, Halftime Shows, and the Big Game

Trends in Maryland Crime Rates

Are You Ready for the Zombie Apocalypse?

Partnering to Protect You from Peril

Modeling the Volatility of US Bond Yields