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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

Recommended Projects

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


135 Projects

Project

Combating Subscriber Churn with Targeted Marketing

  • IntermediateSkill Level
  • 4.3+
  • 171

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

Machine Learning

1-2 hours

Project

Building an E-Commerce Clothing Classifier Model with Keras

  • IntermediateSkill Level
  • 4.5+
  • 170

Automate e-commerce processes with image classification.

Machine Learning, Artificial Intelligence

1-2 hours

Project

What Makes a Good Book?

  • IntermediateSkill Level
  • 4.5+
  • 170

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

Machine Learning

1-2 hours

Project

Stock Trading Simulation with Gymnasium

  • AdvancedSkill Level
  • 4.3+
  • 170

Train a simple reinforcement learning agent in stock trading simulation.

Artificial Intelligence

1-2 hours

Project

Classifying X-Ray Images using PyTorch

  • AdvancedSkill Level
  • 4.0+
  • 159

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

Artificial Intelligence

1-2 hours

Project

Visualizing the History of Nobel Prize Winners

  • BasicSkill Level
  • 4.0+
  • 157

Explore a dataset containing a centurys worth of Nobel Laureates. Who won? Who got snubbed?

Data Manipulation, Data Visualization

1-2 hours

Project

Data-Driven Decisions with A/B Testing

  • IntermediateSkill Level
  • 4.2+
  • 156

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

Food Image Classification with Hugging Face

  • IntermediateSkill Level
  • 4.3+
  • 153

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

Artificial Intelligence

1-2 hours

Project

When Was the Golden Era of Video Games?

  • BasicSkill Level
  • 4.2+
  • 150

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

Data Manipulation

Less than 15 minutes

Project

Personalized Language Tutor

  • BasicSkill Level
  • 4.1+
  • 138

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

Artificial Intelligence

1-2 hours

Project

Predict Future Sales of Fast-Food Menu Items

  • IntermediateSkill Level
  • 3.7+
  • 128

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

Detect Traffic Signs with Deep Learning

  • AdvancedSkill Level
  • 4.8+
  • 127

Enhancing Transportation Safety through Traffic Sign Detection

Artificial Intelligence

1-2 hours

Project

Build an Educational Quiz Bot with the OpenAI API

  • BasicSkill Level
  • 3.9+
  • 124

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

Artificial Intelligence

1-2 hours

Project

Dr. Semmelweis and the Importance of Handwashing

  • IntermediateSkill Level
  • 3.8+
  • 121

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

Probability & Statistics

1-2 hours

Project

Optimize LLMs with Llama Fine-tuning

  • IntermediateSkill Level
  • 4.8+
  • 118

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

Artificial Intelligence

1-2 hours

Project

Customer Analytics: Preparing Data for Modeling

  • BasicSkill Level
  • 3.8+
  • 114

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

Data Manipulation

1-2 hours

Project

Analyzing Super Bowl Viewership and Advertising

  • BasicSkill Level
  • 4.6+
  • 112

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

Data Manipulation, Data Visualization

1-2 hours

Project

Analyzing River Thames Water Levels

  • IntermediateSkill Level
  • 3.3+
  • 110

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

Python Programming, Data Manipulation

1-2 hours

Project

What is Your Heart Rate Telling You?

  • IntermediateSkill Level
  • 4.2+
  • 109

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

Data Manipulation, Probability & Statistics, Data Visualization

1-2 hours

Project

Understanding Subscription Behaviors

  • IntermediateSkill Level
  • 4.5+
  • 108

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

Data Manipulation

Less than 15 minutes

Project

Exploring Londons Travel Network

  • BasicSkill Level
  • 4.0+
  • 106

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

Analyzing Electric Vehicle Charging Habits

  • BasicSkill Level
  • 3.7+
  • 105

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

Exploratory Data Analysis

Less than 1 hour

Project

Efficient AI with PyTorch

  • AdvancedSkill Level
  • 4.4+
  • 104

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

Artificial Intelligence

Less than 1 hour

Project

Consolidating Employee Data

  • IntermediateSkill Level
  • 4.3+
  • 104

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
  • 4.2+
  • 104

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

Building Wedding Planning Software

  • AdvancedSkill Level
  • 3.9+
  • 104

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

Social Networks: A Twitter Network Analysis

  • IntermediateSkill Level
  • 3.8+
  • 102

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

Basketball Analytics: Clustering Players by Performance Metrics

  • AdvancedSkill Level
  • 3.6+
  • 102

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

Machine Learning

1-2 hours

Project

Creating Floral Patterns Inspired by Phyllotaxis

  • BasicSkill Level
  • 3.8+
  • 97

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

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.

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