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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.

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  • Build your own portfolio
  • Get real-world experience

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


Browse Projects

135 Projects

Project

Classifying X-Ray Images using PyTorch

  • AdvancedSkill Level
  • 4.2+
  • 237

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

Artificial Intelligence

1-2 hours

Project

What Makes a Good Book?

  • IntermediateSkill Level
  • 4.6+
  • 235

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

Machine Learning

1-2 hours

Project

Assessing the Effectiveness of Medical Treatments

  • AdvancedSkill Level
  • 4.4+
  • 235

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

Machine Learning, Probability & Statistics

Less than 1 hour

Project

Exploring Stock Market Trends with Plotly

  • BasicSkill Level
  • 4.5+
  • 231

Build interactive stock charts with Plotly and uncover financial trends in the fast food industry.

Data Visualization

1-2 hours

Project

Analyzing River Thames Water Levels

  • IntermediateSkill Level
  • 3.6+
  • 231

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

Python Programming, Data Manipulation

1-2 hours

Project

Building an E-Commerce Clothing Classifier Model with Keras

  • IntermediateSkill Level
  • 4.5+
  • 222

Automate e-commerce processes with image classification.

Machine Learning, Artificial Intelligence

1-2 hours

Project

Detect Traffic Signs with Deep Learning

  • AdvancedSkill Level
  • 4.9+
  • 217

Enhancing Transportation Safety through Traffic Sign Detection

Artificial Intelligence

1-2 hours

Project

Data-Driven Decisions with A/B Testing

  • IntermediateSkill Level
  • 4.8+
  • 211

Step into a data scientists role and learn how to make product decisions with A/B testing in Python!

Probability & Statistics

1-2 hours

Project

Modeling Car Insurance Claim Outcomes

  • IntermediateSkill Level
  • 4.0+
  • 208

Use logistic regression to predict whether people will make a claim on their car insurance!

Machine Learning

1-2 hours

Project

Understanding Subscription Behaviors

  • IntermediateSkill Level
  • 4.5+
  • 203

Analyze subscription data for a SaaS company to identify what drives customer subscription renewals.

Data Manipulation

Less than 15 minutes

Project

Optimize LLMs with Llama Fine-tuning

  • IntermediateSkill Level
  • 4.6+
  • 186

Build an AI-powered airline chat assistant to generate custom responses and identify user intent.

Artificial Intelligence

1-2 hours

Project

Detecting Anomalous Transactions

  • IntermediateSkill Level
  • 4.7+
  • 178

Dive into the world of banking transactions to uncover hidden anomalies and protect customer confidence. Ready to take on the challenge?

Probability & Statistics

1-2 hours

Project

Analyzing Super Bowl Viewership and Advertising

  • BasicSkill Level
  • 4.1+
  • 178

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

Data Manipulation, Data Visualization

1-2 hours

Project

Combating Subscriber Churn with Targeted Marketing

  • IntermediateSkill Level
  • 4.5+
  • 166

Leverage machine learning algorithms and models for marketing analytics tasks in a streaming platform.

Machine Learning

1-2 hours

Project

What is Your Heart Rate Telling You?

  • IntermediateSkill Level
  • 4.2+
  • 157

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

Data Manipulation, Probability & Statistics, Data Visualization

1-2 hours

Project

Personalized Language Tutor

  • BasicSkill Level
  • 4.7+
  • 154

Using OpenAI API for text translation, grammar checking, and pronunciation feedback

Artificial Intelligence

1-2 hours

Project

Build an Educational Quiz Bot with the OpenAI API

  • BasicSkill Level
  • 4.4+
  • 154

Build an educational quiz bot to generate questions and answers to quiz yourself or your students.

Artificial Intelligence

1-2 hours

Project

Consolidating Employee Data

  • IntermediateSkill Level
  • 3.9+
  • 153

Use DataFrames to read and merge employee data from different sources.

Data Preparation

Less than 1 hour

Project

Tech Talent Recruiting with Regex

  • BasicSkill Level
  • 4.5+
  • 147

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

Dr. Semmelweis and the Importance of Handwashing

  • IntermediateSkill Level
  • 4.1+
  • 146

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

Probability & Statistics

1-2 hours

Project

Social Networks: A Twitter Network Analysis

  • IntermediateSkill Level
  • 4.2+
  • 141

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

Creating Floral Patterns Inspired by Phyllotaxis

  • BasicSkill Level
  • 4.3+
  • 138

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

Data Visualization

1-2 hours

Project

Demystifying AI: Explaining Demand Forecasting Models

  • IntermediateSkill Level
  • 4.5+
  • 137

Use Explainable AI to understand demand forecasting models and make data-driven decisions.

Artificial Intelligence

1-2 hours

Project

Efficient AI with PyTorch

  • AdvancedSkill Level
  • 3.7+
  • 133

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

Artificial Intelligence

Less than 1 hour

Project

Building Wedding Planning Software

  • AdvancedSkill Level
  • 4.1+
  • 132

Develop a Wedding management system called Happea(Happily Ever After) to manage wedding invitations and the RSVP of Guests.

Software Development

Less than 15 minutes

Project

Predicting Traffic Volume with PyTorch

  • IntermediateSkill Level
  • 4.4+
  • 131

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

Artificial Intelligence

1-2 hours

Project

Reveal Categories Found in Data

  • IntermediateSkill Level
  • 4.7+
  • 129

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

Basketball Analytics: Clustering Players by Performance Metrics

  • AdvancedSkill Level
  • 4.6+
  • 128

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

Machine Learning

1-2 hours

Project

Exploring Global Life Expectancy Trends

  • IntermediateSkill Level
  • 4.6+
  • 125

Compare life expectancy across countries and genders with ggplot2.

Data Manipulation, Data Visualization

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.