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Solve real-world problems

Projects let you apply your skills using tools like data Notebooks and complete a data analysis from start to finish.

  • Learn to code on your own
  • Build your own portfolio
  • Get real-world experience

Recommended Projects

Build your skills with interactive courses for data science, data analysis, AI machine learning and more, curated by real-world experts

project

Analyzing Crime in Los Angeles

0.75 hours
13.2K
Find out when and where crime is most likely to occur, along with the types of crimes commonly committed in LA.

Browse Projects

122 projects

project

Analyzing Customer Support Calls

  • AdvancedSkill Level
  • 4.4+
  • 168

Transcribe customer support audio calls, evaluate sentiment, search in text and identify common entities to improve customer service!

Machine Learning, Data Manipulation

1-2 hours

project

Food Image Classification with Hugging Face

  • IntermediateSkill Level
  • 4.6+
  • 165

Classify food images using Hugging Face models, automatically recognizing and categorizing food items.

Artificial Intelligence

1-2 hours

project

Analyze Your Stock Portfolio for Risks and Returns

  • IntermediateSkill Level
  • 3.7+
  • 164

Use mean-variance optimization to find optimal portfolio weights and then check how well they would have performed.

Applied Finance

1-2 hours

project

Exploring Londons Travel Network

  • BeginnerSkill Level
  • 4.3+
  • 160

Use SQL to analyze a database containing information about Transport for London journeys over 12 years!

Data Engineering, Data Warehouse

Less than 1 hour

project

What Makes a Good Book?

  • IntermediateSkill Level
  • 4.2+
  • 152

Generate features from text and numeric variables to predict the popularity of books.

Machine Learning

1-2 hours

project

Social Networks: A Twitter Network Analysis

  • IntermediateSkill Level
  • 4.3+
  • 151

Analyze Twitter follower data with Python! Use Pandas and NetworkX to build functions, identify influential users, and explore network structures.

Exploratory Data Analysis

1-2 hours

project

Analyzing Electric Vehicle Charging Habits

  • BeginnerSkill Level
  • 4.1+
  • 146

Analyze data about electronic vehicle charging behavior to better use shared charging stations.

Exploratory Data Analysis

Less than 1 hour

project

Tech Talent Recruiting with Regex

  • BeginnerSkill Level
  • 3.9+
  • 145

Join a leading HR consultancy to use regular expressions and data preprocessing to find tech job candidates from thousands of resumes.

Data Preparation, Data Manipulation

1-2 hours

project

Reveal Categories Found in Data

  • IntermediateSkill Level
  • 4.0+
  • 144

Apply clustering and NLP techniques to sort text data from negative reviews in the Google Play Store into categories.

Machine Learning

1-2 hours

project

Image Processing for Object Detection Models

  • IntermediateSkill Level
  • 4.8+
  • 137

Building an image processing pipeline for data augmentation.

Data Visualization, Data Manipulation

1-2 hours

project

What is Your Heart Rate Telling You?

  • IntermediateSkill Level
  • 2.4+
  • 128

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

Data Manipulation, Probability & Statistics, Data Visualization

1-2 hours

project

Analyzing River Thames Water Levels

  • IntermediateSkill Level
  • 3.7+
  • 123

Apply your data manipulation skills to time series data on water levels of the River Thames.

Python Programming, Data Manipulation

1-2 hours

project

Predict Future Sales of Fast-Food Menu Items

  • IntermediateSkill Level
  • 4.1+
  • 119

Help a fast food chain save money and place more accurate orders by building a model to predict food sales.

Machine Learning

1-2 hours

project

How Environmental Factors Influence Wildlife Populations

  • AdvancedSkill Level
  • 4.2+
  • 118

Explore habitat data using factor and survival analysis tools.

Probability & Statistics

1-2 hours

project

Exploring Experimental Design in the Energy Field

  • IntermediateSkill Level
  • 3.9+
  • 117

Analyze CO2 emissions across geographical regions and fuel sources to understand environmental impacts in the energy sector.

Probability & Statistics

1-2 hours

project

Basketball Analytics: Clustering Players by Performance Metrics

  • AdvancedSkill Level
  • 4.3+
  • 113

Cluster NBA players by performance stats in the 2022-2023 season.

Machine Learning

1-2 hours

project

Analyzing Super Bowl Viewership and Advertising

  • BeginnerSkill Level
  • 4.0+
  • 113

Explore Super Bowl viewership data in the age of soaring ad costs.

Data Manipulation, Data Visualization

1-2 hours

project

Creating Floral Patterns Inspired by Phyllotaxis

  • BeginnerSkill Level
  • 3.8+
  • 99

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

Data Visualization

1-2 hours

project

Optimize Pricing Predictions with Feature Engineering

  • IntermediateSkill Level
  • 4.7+
  • 90

Improve a Car Price prediction model using Feature Engineering tools

Machine Learning

1-2 hours

project

Analyzing Electric Vehicle Charging Habits

  • BeginnerSkill Level
  • 4.2+
  • 90

Analyze data about electronic vehicle charging behavior to better use shared charging stations.

Exploratory Data Analysis

Less than 1 hour

project

Insights into Bicycle Theft using Visualization

  • IntermediateSkill Level
  • 4.2+
  • 81

Determine the patterns where bike theft is most likely to occur using visualizations.

Data Visualization

1-2 hours

project

Deciphering Customer Buying Cycles in Grocery Stores

  • IntermediateSkill Level
  • 4.0+
  • 75

Analyze grocery store data to identify shopping patterns and preferences.

Data Manipulation, Software Development

1-2 hours

project

Predicting Movie Rental Durations

  • IntermediateSkill Level
  • 4.3+
  • 66

Build a regression model for a DVD rental firm to predict rental duration. Evaluate models to recommend the best one.

Machine Learning

1-2 hours

project

Classifying X-Ray Images using PyTorch

  • AdvancedSkill Level
  • 3.7+
  • 63

Detect pneumonia on X-ray images by fine-tuning a pre-trained CNN.

Artificial Intelligence

1-2 hours

project

Exploring Global Life Expectancy Trends

  • IntermediateSkill Level
  • 4.1+
  • 59

Compare life expectancy across countries and genders with ggplot2.

Data Manipulation, Data Visualization

1-2 hours

project

Analyzing Electric Vehicle Charging Habits

  • BeginnerSkill Level
  • 4.3+
  • 54

Analyze data about electronic vehicle charging behavior to better use shared charging stations.

Exploratory Data Analysis

Less than 1 hour

project

Food Price Forecasting with Functions

  • IntermediateSkill Level
  • 4.5+
  • 43

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

Data Manipulation

1-2 hours

project

Finding Exchange Rates for International Sales

  • IntermediateSkill Level
  • 3.5+
  • 42

Query the VatComply API to gather exchange rate information and incorporate into a sales orders dataset!

Software Development, Data Manipulation

Less than 15 minutes

project

Predicting Traffic Volume with PyTorch

  • IntermediateSkill Level
  • 3.7+
  • 18

Build a PyTorch-powered traffic prediction system using time-series skills and deep learning to forecast traffic volume.

Artificial Intelligence

1-2 hours

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FAQs

Do I need to download any software to learn on DataCamp?

No. You can learn on Datacamp without having to install any software—all the training and exercises can be completed in your browser using a Jupyter Notebook environment.

Can I share my completed projects?

Yes. You can download both complete and incomplete projects to add to your GitHub or any other personal portfolio.

Can I complete a project in both the guided and unguided mode?

You can replay projects as many times as you like in either learning mode.