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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!
Python icon Data Visualization
+1
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Introduction to DataCamp Projects
If you have never done a DataCamp project, this is the place to start!
R icon Data Visualization
+1
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Exploring 67 years of LEGO
In this project we will explore a database of every LEGO set ever built.
Python icon Data Manipulation
+2
Ramnath Vaidyanathan

Ramnath Vaidyanathan

VP of Product Research at DataCamp

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Dr. Semmelweis and the Discovery of Handwashing
Reanalyse the data behind one of the most important discoveries of modern medicine: handwashing.
Python icon Data Manipulation
+3
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Phyllotaxis: Draw Flowers Using Mathematics
Use R to make art and create imaginary flowers inspired by nature.
R icon Data Visualization
+1
Antonio Sánchez Chinchón

Antonio Sánchez Chinchón

Data Scientist at Telefónica

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Exploring the Bitcoin Cryptocurrency Market
You will explore the market capitalization of Bitcoin and other cryptocurrencies.
Python icon Data Manipulation
+2
Juan González-Vallinas

Juan González-Vallinas

Data Scientist at ABN AMRO

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Dr. Semmelweis and the Discovery of Handwashing
Reanalyse the data behind one of the most important discoveries of modern medicine: handwashing.
R icon Data Manipulation
+2
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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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.
Python icon Case Studies
Mridul Seth

Mridul Seth

Data science enthusiast

Project image
Introduction to DataCamp Projects
If you've never done a DataCamp project, this is the place to start!
Sql icon Data Manipulation
+2
David Venturi

David Venturi

Instructor at DataCamp

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Risk and Returns: The Sharpe Ratio
Use pandas to calculate and compare profitability and risk of different investments using the Sharpe Ratio.
Python icon Applied Finance
+1
Stefan Jansen

Stefan Jansen

Founder & Lead Data Scientist at Applied Artificial Intelligence

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Exploring the Kaggle Data Science Survey
Discover the top tools Kaggle participants use for data science and machine learning.
R icon Data Manipulation
+2
Amber Thomas

Amber Thomas

Journalist-Engineer at The Pudding

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Exploring the Evolution of Linux
Find out about the development of the Linux operating system by exploring its Git repository history.
Python icon Importing & Cleaning Data
+1
Markus Harrer

Markus Harrer

Software Development Analyst

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A New Era of Data Analysis in Baseball
Use MLB's Statcast data to compare New York Yankees sluggers Aaron Judge and Giancarlo Stanton.
Python icon Data Manipulation
+3
David Venturi

David Venturi

Instructor at DataCamp

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The Hottest Topics in Machine Learning
Use Natural Language Processing on NIPS papers to uncover the trendiest topics in machine learning research.
Python icon Data Manipulation
+4
Lars Hulstaert

Lars Hulstaert

Data Scientist at Microsoft

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Level Difficulty in Candy Crush Saga
Analyze data from the hit mobile game, Candy Crush Saga.
R icon Data Manipulation
+2
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Naïve Bees: Image Loading and Processing
Load, transform, and understand images of honey bees and bumble bees in Python.
Python icon Data Manipulation
+3
Peter Bull

Peter Bull

Co-founder of DrivenData

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Predicting Credit Card Approvals
Build a machine learning model to predict if a credit card application will get approved.
Python icon Data Manipulation
+3
Sayak Paul

Sayak Paul

GDE in Machine Learning | Intel Software Innovator

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Wrangling and Visualizing Musical Data
Wrangle and visualize musical data to find common chords and compare the styles of different artists.
R icon Case Studies
Kris Shaffer

Kris Shaffer

Data scientist and instructional technology specialist

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Word Frequency in Moby Dick
Use web scraping and NLP to find the most frequent words in Herman Melville's novel, Moby Dick.
Python icon Importing & Cleaning Data
+1
Hugo Bowne-Anderson

Hugo Bowne-Anderson

Data Scientist at DataCamp

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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.
Python icon Data Manipulation
+2
David Venturi

David Venturi

Instructor at DataCamp

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Generating Keywords for Google Ads
Automatically generate keywords for a search engine marketing campaign using Python.
Python icon Data Manipulation
Elias Dabbas

Elias Dabbas

Owner at The Media Supermarket

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Name Game: Gender Prediction using Sound
Analyze the gender distribution of children's book writers and use sound to match names to gender.
Python icon Case Studies
Tufool Alnuaimi

Tufool Alnuaimi

Academic entrepreneur with a focus on data science

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Who Is Drunk and When in Ames, Iowa?
Flex your tidyverse muscles on breath alcohol test data from Ames, Iowa, USA.
R icon Data Manipulation
+2
Samantha Tyner

Samantha Tyner

Postdoctoral Research Associate at Iowa State University

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Classify Song Genres from Audio Data
Rock or rap? Apply machine learning methods in Python to classify songs into genres.
Python icon Data Manipulation
+3
Lina Tran

Lina Tran

PhD Candidate at University of Toronto

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Mobile Games A/B Testing with Cookie Cats
Analyze an A/B test from the popular mobile puzzle game, Cookie Cats.
Python icon Case Studies
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Recreating John Snow's Ghost Map
Recreate John Snow's famous map of the 1854 cholera outbreak in London.
Python icon Data Manipulation
+3
Radovan Kavicky

Radovan Kavicky

President and Principal Data Scientist at GapData Institute

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Predict Taxi Fares with Random Forests
Use regression trees and random forests to find places where New York taxi drivers earn the most.
R icon Data Visualization
+2
Robert Grant

Robert Grant

Founder & Data Sherpa at bayescamp.com

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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?
R icon Data Manipulation
+2
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Visualizing Inequalities in Life Expectancy
Compare life expectancy across countries and genders with ggplot2.
R icon Data Manipulation
+2
Antonio Sánchez Chinchón

Antonio Sánchez Chinchón

Data Scientist at Telefónica

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Rise and Fall of Programming Languages
Analyze the relative popularity of programming languages over time based on Stack Overflow data.
R icon Data Manipulation
+2
David Robinson

David Robinson

Chief Data Scientist, DataCamp

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Naïve Bees: Predict Species from Images
Build a model that can automatically detect honey bees and bumble bees in images.
Python icon Data Manipulation
+2
Peter Bull

Peter Bull

Co-founder of DrivenData

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Bad passwords and the NIST guidelines
Check what passwords fail to conform to the National Institute of Standards and Technology password guidelines.
R icon Case Studies
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Who Is Drunk and When in Ames, Iowa?
Flex your pandas muscles on breath alcohol test data from Ames, Iowa, USA.
Python icon Data Manipulation
+2
Samantha Tyner

Samantha Tyner

Postdoctoral Research Associate at Iowa State University

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Bad passwords and the NIST guidelines
Check what passwords fail to conform to the National Institute of Standards and Technology password guidelines.
Python icon Case Studies
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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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?
Python icon Data Manipulation
+2
Rasmus Bååth

Rasmus Bååth

Senior Data Scientist at King (Activision Blizzard)

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Extract Stock Sentiment from News Headlines
Scrape news headlines for FB and TSLA then apply sentiment analysis to generate investment insight.
Python icon Data Manipulation
+3
Juan González-Vallinas

Juan González-Vallinas

Data Scientist at ABN AMRO

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Do Left-handed People Really Die Young?
Use pandas and Bayesian statistics to see if left-handed people actually die earlier than righties.
Python icon Data Manipulation
+3
Madeleine Bonsma-Fisher

Madeleine Bonsma-Fisher

PhD Candidate at University of Toronto

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Scout your Athletics Fantasy Team
Analyze athletics data to find new ways to scout and assess jumpers and throwers.
R icon Case Studies
George Perry

George Perry

Sports Scientist and Entrepreneur

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ASL Recognition with Deep Learning
Build a convolutional neural network to classify images of letters from American Sign Language.
Python icon Data Manipulation
+3
Alexis Cook

Alexis Cook

Machine Learning Educator at Kaggle

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Naïve Bees: Deep Learning with Images
Build a deep learning model that can automatically detect honey bees and bumble bees in images.
Python icon Data Manipulation
+3
Emily Miller

Emily Miller

Data Scientist at DrivenData

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The GitHub History of the Scala Language
Find the true Scala experts by exploring its development history in Git and GitHub.
Python icon Data Manipulation
+2
Anita Sarma

Anita Sarma

Associate Professor at Oregon State University

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What Makes a Pokémon Legendary?
Use tree-based machine learning methods to identify the characteristics of legendary Pokémon.
R icon Data Manipulation
+3
Joshua Feldman

Joshua Feldman

Data Scientist at BBC

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Reducing Traffic Mortality in the USA
How can we find a good strategy for reducing traffic-related deaths?
Python icon Data Manipulation
+3
Joel Östblom

Joel Östblom

PhD Candidate at University of Toronto

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Functions for Food Price Forecasts
Write functions to forecast time series of food prices in Rwanda.
R icon Data Manipulation
+2
Richie Cotton

Richie Cotton

Head of Content Quality at DataCamp

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A Text Analysis of Trump's Tweets
Apply text mining to Donald Trump's tweets to confirm if he writes the (angrier) Android half.
R icon Data Manipulation
+3
David Robinson

David Robinson

Chief Data Scientist, DataCamp

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What Your Heart Rate Is Telling You
Examine the relationship between heart rate and heart disease using multiple logistic regression.
R icon Data Manipulation
+3
Amy Yang

Amy Yang

Senior Data Scientist at Uptake

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Analyze International Debt Statistics
Write SQL queries to answer interesting questions about international debt using data from The World Bank.
Sql icon Data Manipulation
+1
Sayak Paul

Sayak Paul

GDE in Machine Learning | Intel Software Innovator

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Explore 538's Halloween Candy Rankings
Get ready for Halloween by digging into a FiveThirtyEight dataset with all your favorite candy!
R icon Data Manipulation
+4
Nick Solomon

Nick Solomon

Data Scientist

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Clustering Heart Disease Patient Data
Experiment with clustering algorithms to help doctors inform treatment for heart disease patients.
R icon Data Manipulation
+3
Megan Robertson

Megan Robertson

Data Scientist at Nike

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Which Debts Are Worth the Bank's Effort?
Play bank data scientist and use regression discontinuity to see which debts are worth collecting.
Python icon Data Manipulation
+3
Howard Friedman

Howard Friedman

Adjunct Professor at Columbia University

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Find Movie Similarity from Plot Summaries
Use NLP and clustering on movie plot summaries from IMDb and Wikipedia to quantify movie similarity.
Python icon Data Manipulation
+4
Anubhav Singh

Anubhav Singh

Founder at The Code Foundation

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Give Life: Predict Blood Donations
Build a binary classifier to predict if a blood donor is likely to donate again.
Python icon Data Manipulation
+2
Dimitri Denisjonok

Dimitri Denisjonok

Python Backend Developer at Futrli

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The Android App Market on Google Play
Load, clean, and visualize scraped Google Play Store data to understand the Android app market.
Python icon Data Manipulation
+3
Lavanya Gupta

Lavanya Gupta

Machine Learning Engineer at PropTiger.com

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Degrees That Pay You Back
Explore the salary potential of college majors with a k-means cluster analysis.
R icon Data Manipulation
+3
Jaclyn Burge

Jaclyn Burge

Senior Data Consultant at The Walt Disney Company

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Book Recommendations from Charles Darwin
Build a book recommendation system using NLP and the text of books like "On the Origin of Species."
Python icon Data Manipulation
+3
Philippe Julien

Philippe Julien

Senior Data Scientist at King

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Data Science for Social Good: Crime Study
Use data science to catch criminals, plus find new ways to volunteer personal time for social good.
R icon Data Manipulation
+2
William Connell

William Connell

PhD Student at University of California, San Francisco

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Kidney Stones and Simpson's Paradox
Use logistic regression to determine which treatment procedure is more effective for kidney stone removal.
R icon Data Visualization
+2
Amy Yang

Amy Yang

Senior Data Scientist at Uptake

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Planning Public Policy in Argentina
Apply unsupervised learning techniques to help plan an education program in Argentina.
R icon Data Manipulation
+3
Rafael La Buonora

Rafael La Buonora

Data Scientist at Transforma Uruguay

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Up and Down With the Kardashians
Plot Google Trends data to find the most famous Kardashian/Jenner sister. Is it Kim? Kendall? Kylie?
Python icon Data Manipulation
+2
David Venturi

David Venturi

Instructor at DataCamp

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Where Would You Open a Chipotle?
Create and explore interactive maps using Leaflet to determine where to open the next Chipotle.
R icon Data Manipulation
+2
Rich Majerus

Rich Majerus

Assistant Vice President at Colby College

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Gender Bias in Graduate Admissions
Analyze admissions data from UC Berkeley and find out if the university was biased against women.
R icon Data Manipulation
+3
Joshua Feldman

Joshua Feldman

Data Scientist at BBC

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Comparing Cosmetics by Ingredients
Process ingredient lists for cosmetics on Sephora then visualize similarity using t-SNE and Bokeh.
Python icon Data Manipulation
+3
Jiwon Jeong

Jiwon Jeong

Graduate Research Assistant at Yonsei University

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Health Survey Data Analysis of BMI
Analyze health survey data to determine how BMI is associated with physical activity and smoking.
R icon Data Manipulation
+2
Jessica Minnier

Jessica Minnier

Assistant Professor of Biostatistics at Oregon Health & Science University

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Analyze Your Runkeeper Fitness Data
Import, clean, and analyze seven years worth of training data tracked on the Runkeeper app.
Python icon Data Manipulation
+3
Andrii Pavlenko

Andrii Pavlenko

Project Instructor

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Reducing Traffic Mortality in the USA
How can we find a good strategy for reducing traffic-related deaths?
R icon Data Manipulation
+3
Joel Östblom

Joel Östblom

PhD Candidate at University of Toronto

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Clustering Bustabit Gambling Behavior
Use cluster analysis to glean insights into cryptocurrency gambling behavior.
R icon Data Manipulation
+3
Eric Hare

Eric Hare

Chief Data Scientist at Omni Analytics Group

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Who's Tweeting? Trump or Trudeau?
Build a machine learning classifier that knows whether President Trump or Prime Minister Trudeau is tweeting!
Python icon Data Manipulation
+3
Katharine Jarmul

Katharine Jarmul

Founder, kjamistan

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Going Down to South Park: A Text Analysis
Analyze the dialog and IMDB ratings of 287 South Park episodes. Warning: contains explicit language.
R icon Data Manipulation
+3
Patrik Drhlík

Patrik Drhlík

Freelance Data Scientist

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Trends in Maryland Crime Rates
Apply hierarchical and mixed-effect models to analyze Maryland crime rates.
R icon Data Manipulation
+3
Richard Erickson

Richard Erickson

Quantitative Ecologist

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Disney Movies and Box Office Success
Explore Disney movie data, then build a linear regression model to predict box office success.
Python icon Data Manipulation
+3
Sirinda Palahan

Sirinda Palahan

Assistant Professor at University of the Thai Chamber of Commerce

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Are You Ready for the Zombie Apocalypse?
Use your logistic regression skills to protect people from becoming zombies!
R icon Data Manipulation
+3
Jenine Harris

Jenine Harris

Associate Professor at Washington University in St. Louis

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Importing and Cleaning Data
Apply your importing and data cleaning skills to real-world soccer data.
R icon Data Manipulation
+2
Erin LaBrecque

Erin LaBrecque

Instructor at DataCamp

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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.
R icon Data Manipulation
+2
Erin LaBrecque

Erin LaBrecque

Instructor at DataCamp

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Drunken Datetimes in Ames, Iowa
Apply your skills from "Working with Dates and Times in R" to breathalyzer data from Ames, Iowa.
R icon Data Manipulation
+2
Samantha Tyner

Samantha Tyner

Postdoctoral Research Associate at Iowa State University

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Modeling the Volatility of US Bond Yields
Discover how the US bond yields behave using descriptive statistics and advanced modeling.
R icon Data Visualization
+1
József Soltész

József Soltész

Manager at KPMG

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Classify Suspected Infection in Patients
Classify patients with suspected infections using data.table and electronic health records.
R icon Data Manipulation
+1
JoAnn Alvarez

JoAnn Alvarez

Data Scientist at Tenet Healthcare

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Partnering to Protect You from Peril
Examine the network of connections among local health departments in the United States.
R icon Data Manipulation
+3
Jenine Harris

Jenine Harris

Associate Professor at Washington University in St. Louis

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The Impact of Climate Change on Birds
Predict the impact of climate change on bird distributions using spatial data and machine learning.
R icon Data Manipulation
+3
Laurens Geffert

Laurens Geffert

Data Science Manager at Nielsen

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