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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

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

Identifying Flight Duration Trends in Air Travel

  • BeginnerSkill Level
  • 4.3+
  • 328

Exploring flight data from NYC using advanced data joining techniques in R.

Data Manipulation

1-2 hours

project

Examining the History of Lego Sets

  • BeginnerSkill Level
  • 4.0+
  • 328

Use a variety of data manipulation techniques to explore different aspects of Legos history.

Data Manipulation

Less than 1 hour

project

Will This Customer Purchase Your Product?

  • IntermediateSkill Level
  • 4.4+
  • 323

Analyze online shopping habits: returning vs. new customers using statistics & probability techniques!

Probability & Statistics

1-2 hours

project

Analyzing and Formatting PostgreSQL Sales Data

  • IntermediateSkill Level
  • 3.5+
  • 319

Enhance your SQL Skills with hands-on data cleaning in PostgreSQL: perform analyses while working with incorrect data types and missing values.

Data Manipulation

1-2 hours

project

Assessing Customer Churn Using Machine Learning

  • IntermediateSkill Level
  • 3.5+
  • 315

Build models predicting customer churn for Indian telecom customers.

Data Manipulation, Machine Learning

1-2 hours

project

Exploring Londons Travel Network

  • BeginnerSkill Level
  • 4.3+
  • 305

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

Inspecting Electric Vehicle Charging Trends

  • IntermediateSkill Level
  • 4.1+
  • 298

Chart electric vehicle charging trends to inform strategic planning.

Data Manipulation, Data Visualization

1-2 hours

project

Producing Soccer Insights for a Sports Media Agency

  • BeginnerSkill Level
  • 3.6+
  • 294

Analyze UEFA Champions League Soccer Games using Snowflake SQL.

Data Manipulation, Reporting, Data Warehouse

1-2 hours

project

Facial Recognition with Supervised Learning

  • IntermediateSkill Level
  • 4.0+
  • 291

Explore facial recognition with ML by distinguishing Arnold Schwarzenegger from others using Python and scikit-learn.

Machine Learning

1-2 hours

project

Stock Trading Simulation with Gymnasium

  • AdvancedSkill Level
  • 4.7+
  • 283

Train a simple reinforcement learning agent in stock trading simulation.

Artificial Intelligence

1-2 hours

project

Taxi Route Optimization with Reinforcement Learning

  • IntermediateSkill Level
  • 4.2+
  • 281

Solve the Taxi-v3 environment using Q-learning, ensuring efficient AI-driven transportation.

Machine Learning, Artificial Intelligence

1-2 hours

project

Modeling Car Insurance Claim Outcomes

  • IntermediateSkill Level
  • 4.0+
  • 281

Clean customer data and use logistic regression to predict whether people will make a claim on their car insurance!

Machine Learning

1-2 hours

project

Topic Analysis of Clothing Reviews with Embeddings

  • IntermediateSkill Level
  • 3.8+
  • 269

Analyze clothing reviews on an e-commerce platform to explore different topics and similarities among them.

Artificial Intelligence

1-2 hours

project

Customer Analytics: Preparing Data for Modeling

  • BeginnerSkill Level
  • 3.8+
  • 268

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

Data Manipulation

1-2 hours

project

Predict Energy Consumption

  • IntermediateSkill Level
  • 4.8+
  • 246

Use regression and machine learning models to predict daily power consumption based on temporal factors.

Machine Learning

1-2 hours

project

Consolidating Employee Data

  • IntermediateSkill Level
  • 4.5+
  • 244

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

Data Preparation

Less than 1 hour

project

Dr. Semmelweis and the Importance of Handwashing

  • IntermediateSkill Level
  • 4.1+
  • 238

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

Probability & Statistics

1-2 hours

project

Organizing Medical Transcriptions with the OpenAI API

  • IntermediateSkill Level
  • 4.6+
  • 232

Extract structured data from unstructured natural language in medical transcriptions using the OpenAI API.

Artificial Intelligence

1-2 hours

project

Compare Baseball Player Statistics using Visualizations

  • IntermediateSkill Level
  • 3.7+
  • 227

Use MLBs Statcast data to compare New York Yankees sluggers Aaron Judge and Giancarlo Stanton.

Data Visualization

1-2 hours

project

Building Core Sign-Up Functions to Help Validate New Users

  • BeginnerSkill Level
  • 4.4+
  • 220

Create custom Python functions to validate user input!

Software Development

Less than 1 hour

project

Building a Retail Inventory Management System

  • AdvancedSkill Level
  • 3.7+
  • 216

Develop an inventory management system for a retail business using OOP in Python.

Software Development

Less than 1 hour

project

Time Series Analysis for Transportation

  • AdvancedSkill Level
  • 4.2+
  • 213

Explore transportation time series data analysis to uncover patterns and forecast travel costs.

Probability & Statistics

1-2 hours

project

Word Frequency in Moby Dick

  • IntermediateSkill Level
  • 3.6+
  • 209

Use web scraping and NLP to find the most frequent words in classic literature: Herman Melvilles novel, Moby Dick.

Python Programming, Software Development

1-2 hours

project

Understanding Subscription Behaviors

  • IntermediateSkill Level
  • 4.3+
  • 195

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

Data Manipulation

Less than 15 minutes

project

Service Desk Ticket Classification with Deep Learning

  • AdvancedSkill Level
  • 3.8+
  • 191

Use deep learning to automate the classification of service desk tickets.

Machine Learning, Artificial Intelligence

1-2 hours

project

Detect Traffic Signs with Deep Learning

  • AdvancedSkill Level
  • 4.5+
  • 190

Enhancing Transportation Safety through Traffic Sign Detection

Artificial Intelligence

1-2 hours

project

Building an E-Commerce Clothing Classifier Model with Keras

  • IntermediateSkill Level
  • 4.1+
  • 185

Automate e-commerce processes with image classification.

Machine Learning, Artificial Intelligence

1-2 hours

project

Visualizing the History of Nobel Prize Winners

  • BeginnerSkill Level
  • 3.5+
  • 185

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

Data Manipulation, Data Visualization

1-2 hours

project

Combating Subscriber Churn with Targeted Marketing

  • IntermediateSkill Level
  • 4.3+
  • 182

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

Machine Learning

1-2 hours

project

Assessing the Effectiveness of Medical Treatments

  • AdvancedSkill Level
  • 4.6+
  • 180

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

Machine Learning, Probability & Statistics

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.