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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
18.3K
Find out when and where crime is most likely to occur, along with the types of crimes commonly committed in LA.

Browse Projects

project

Assessing Customer Churn Using Machine Learning

  • IntermediateSkill Level
  • 3.7+
  • 370

Build models predicting customer churn for Indian telecom customers.

Data Manipulation, Machine Learning

1-2 hours

project

Word Frequency in Moby Dick

  • IntermediateSkill Level
  • 3.7+
  • 357

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

Monitoring A Financial Fraud Detection Model

  • AdvancedSkill Level
  • 4.6+
  • 356

Help the bank monitoring their fraud detection model and figuring out why its not performing as expected.

Machine Learning

1-2 hours

project

Enriching Stock Market Data using the OpenAI API

  • BeginnerSkill Level
  • 3.6+
  • 354

Use OpenAIs powerful API to enrich and summarize stock market data.

Applied Finance, Artificial Intelligence

1-2 hours

project

Taxi Route Optimization with Reinforcement Learning

  • IntermediateSkill Level
  • 4.1+
  • 345

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

Machine Learning, Artificial Intelligence

1-2 hours

project

Examining the History of Lego Sets

  • BeginnerSkill Level
  • 4.0+
  • 345

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

Data Manipulation

Less than 1 hour

project

Developing Multi-Input Models For OCR

  • IntermediateSkill Level
  • 4.4+
  • 343

Develop a multi-input model to classify characters from scanned documents.

Artificial Intelligence

1-2 hours

project

Building an E-Commerce Clothing Classifier Model with Keras

  • IntermediateSkill Level
  • 4.0+
  • 327

Automate e-commerce processes with image classification.

Machine Learning, Artificial Intelligence

1-2 hours

project

Exploring Londons Travel Network

  • BeginnerSkill Level
  • 4.4+
  • 325

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

Understanding Subscription Behaviors

  • IntermediateSkill Level
  • 4.3+
  • 323

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

Data Manipulation

Less than 15 minutes

project

Topic Analysis of Clothing Reviews with Embeddings

  • IntermediateSkill Level
  • 4.0+
  • 317

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

Artificial Intelligence

1-2 hours

project

Generating Keywords for Search Campaigns

  • BeginnerSkill Level
  • 4.1+
  • 310

Automatically generate keywords for a search engine marketing campaign using Python to send website visitors to the right landing page.

Data Manipulation

1-2 hours

project

Inspecting Electric Vehicle Charging Trends

  • IntermediateSkill Level
  • 3.9+
  • 305

Chart electric vehicle charging trends to inform strategic planning.

Data Manipulation, Data Visualization

1-2 hours

project

Assessing the Effectiveness of Medical Treatments

  • AdvancedSkill Level
  • 4.3+
  • 302

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

Machine Learning, Probability & Statistics

Less than 1 hour

project

Uncovering the Worlds Oldest Businesses

  • IntermediateSkill Level
  • 3.3+
  • 294

Use joining techniques to discover the oldest businesses in the world.

Data Manipulation

1-2 hours

project

Detect Traffic Signs with Deep Learning

  • AdvancedSkill Level
  • 4.5+
  • 290

Enhancing Transportation Safety through Traffic Sign Detection

Artificial Intelligence

1-2 hours

project

Exploring Londons Travel Network

  • BeginnerSkill Level
  • 4.3+
  • 290

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

Data Engineering, Data Warehouse, Exploratory Data Analysis

Less than 1 hour

project

Stock Trading Simulation with Gymnasium

  • AdvancedSkill Level
  • 4.4+
  • 285

Train a simple reinforcement learning agent in stock trading simulation.

Artificial Intelligence

1-2 hours

project

Building Core Sign-Up Functions to Help Validate New Users

  • BeginnerSkill Level
  • 4.1+
  • 273

Create custom Python functions to validate user input!

Software Development

Less than 1 hour

project

Organizing Medical Transcriptions with the OpenAI API

  • IntermediateSkill Level
  • 4.7+
  • 262

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

Artificial Intelligence

1-2 hours

project

Building a Retail Inventory Management System

  • AdvancedSkill Level
  • 3.6+
  • 261

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

Software Development

Less than 1 hour

project

Modeling Car Insurance Claim Outcomes

  • IntermediateSkill Level
  • 4.2+
  • 255

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

What Makes a Good Book?

  • IntermediateSkill Level
  • 3.9+
  • 255

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

Machine Learning

1-2 hours

project

Classifying X-Ray Images using PyTorch

  • AdvancedSkill Level
  • 4.3+
  • 250

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

Artificial Intelligence

1-2 hours

project

Service Desk Ticket Classification with Deep Learning

  • AdvancedSkill Level
  • 4.0+
  • 238

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

Machine Learning, Artificial Intelligence

1-2 hours

project

Debugging Code

  • BeginnerSkill Level
  • 3.8+
  • 238

Debug code to improve the accuracy of sales analytics.

Software Development

Less than 1 hour

project

Visualizing the History of Nobel Prize Winners

  • BeginnerSkill Level
  • 3.4+
  • 234

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

Data Manipulation, Data Visualization

1-2 hours

project

Compare Baseball Player Statistics using Visualizations

  • IntermediateSkill Level
  • 4.0+
  • 226

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

Data Visualization

1-2 hours

project

Dr. Semmelweis and the Importance of Handwashing

  • IntermediateSkill Level
  • 4.2+
  • 217

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

Probability & Statistics

1-2 hours

project

Finding Exchange Rates for International Sales

  • IntermediateSkill Level
  • 4.1+
  • 216

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

Software Development, Data Manipulation

Less than 15 minutes

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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.