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Projects

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

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Browse Projects

135 Projects

Project

Efficient AI with PyTorch

  • AdvancedSkill Level
  • 4.0+
  • 109

Use distributed training to optimize a transformer model with multi-device acceleration and advanced optimizers.

Artificial Intelligence

Less than 1 hour

Project

How Environmental Factors Influence Wildlife Populations

  • AdvancedSkill Level
  • 4.3+
  • 108

Explore habitat data using factor and survival analysis tools.

Probability & Statistics

1-2 hours

Project

Exploring Global Life Expectancy Trends

  • IntermediateSkill Level
  • 4.5+
  • 107

Compare life expectancy across countries and genders with ggplot2.

Data Visualization, Data Manipulation

1-2 hours

Project

Exploring Experimental Design in the Energy Field

  • IntermediateSkill Level
  • 3.8+
  • 103

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

Probability & Statistics

1-2 hours

Project

Insurance Claim Processing with Pinecone

  • IntermediateSkill Level
  • 3.7+
  • 101

Process insurance claims with a Pinecone vector database and OpenAI embeddings.

Artificial Intelligence

1-2 hours

Project

Reward Modeling for RLHF

  • AdvancedSkill Level
  • 3.4+
  • 98

Train a reward model based on the trl library.

Artificial Intelligence

1-2 hours

Project

Deciphering Customer Buying Cycles in Grocery Stores

  • IntermediateSkill Level
  • 4.3+
  • 90

Analyze grocery store data to identify shopping patterns and preferences.

Software Development, Data Manipulation

1-2 hours

Project

When Was the Golden Era of Video Games?

  • BasicSkill Level
  • 4.0+
  • 89

Use SQL to figure out the golden era of video games!

Data Manipulation

Less than 15 minutes

Project

Insights into Bicycle Theft using Visualization

  • IntermediateSkill Level
  • 4.5+
  • 88

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

Data Visualization

1-2 hours

Project

Optimize Pricing Predictions with Feature Engineering

  • IntermediateSkill Level
  • 4.2+
  • 83

Improve a Car Price prediction model using Feature Engineering tools

Machine Learning

1-2 hours

Project

Analyzing Electric Vehicle Charging Habits

  • BasicSkill Level
  • 4.2+
  • 78

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

Exploratory Data Analysis

Less than 1 hour

Project

Predicting Movie Rental Durations

  • IntermediateSkill Level
  • 4.6+
  • 68

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

Food Price Forecasting with Functions

  • IntermediateSkill Level
  • 4.7+
  • 62

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

Data Manipulation

1-2 hours

Project

Customer Analytics: Preparing Data for Modeling

  • BasicSkill Level
  • 4.5+
  • 59

Apply your knowledge of data types and categorical data to prepare a big dataset for modeling!

Data Manipulation

1-2 hours

Project

Analyzing Electric Vehicle Charging Habits

  • BasicSkill Level
  • 4.4+
  • 33

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

Exploratory Data Analysis

Less than 1 hour

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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.