Courses
See all Beginner courses
Introduction to Alteryx
Understanding Microsoft Azure
AWS Concepts
Understanding Data Science
Introduction to Python
Introduction to R
Learn ChatGPT
Introduction to SQL
Introduction to Tableau
Learn Power BI
Foundations of Git
Introduction to Relational Databases in SQL
Introduction to Statistics in Google Sheets
Data-Driven Decision Making for Business
See all Intermediate courses
Introduction to Data Engineering
Reporting in SQL
Introduction to Deep Learning with PyTorch
Data-Driven Decision Making in SQL
Introduction to Statistics in Python
Introduction to Statistics in R
Statistical Techniques in Tableau
Supervised Learning with scikit-learn
Python Toolbox
Introduction to Natural Language Processing in R
Intermediate Data Modeling in Power BI
Cleaning Data in Python
See all Advanced courses
Deep Learning for Images with PyTorch
Introduction to dbt
Introduction to MLflow
Reinforcement Learning with Gymnasium in Python
Introduction to Apache Airflow in Python
Feature Engineering with PySpark
Machine Learning for Time Series Data in Python
Introduction to LLMs in Python
Big Data Fundamentals with PySpark
Monitoring Machine Learning in Python
Intermediate Object-Oriented Programming in Python
Machine Learning with caret in R
Data Engineering
See Data Engineering Courses
Understanding Data Engineering
Database Design
Data Warehousing Concepts
Introduction to dbt
Introduction to Apache Airflow in Python
Introduction to NoSQL
Monitoring Machine Learning Concepts
Data Analysis
See Data Analysis Courses
Data Analysis in Excel
Exploratory Data Analysis in Power BI
Data Analysis in Google Sheets
Exploratory Data Analysis in Python
Exploratory Data Analysis in SQL
Exploratory Data Analysis in R
Bayesian Data Analysis in Python
Fundamentals of Data Analysis in R
Software Development
See all courses
Introduction to Docker
Intermediate Object-Oriented Programming in Python
Introduction to APIs in Python
Introduction to Python for Developers
Python Toolbox
Software Engineering Principles in Python
Monitoring Machine Learning Concepts
Developing AI Systems with the OpenAI API
Introduction to Testing in Python
See all Data Preparation courses
Introduction to Importing Data in Python
Introduction to Importing Data in R
Cleaning Data in Python
Cleaning Data in R
Data Preparation in Power BI
See all Data Manipulation courses
Joining Data in SQL
Data Manipulation with pandas
Data Transformation in Power BI
Intermediate DAX in Power BI
Data Analysis in Excel
Probability & Statistics
See all courses
Introduction to Statistics in Python
Sampling in Python
Experimental Design in Python
A/B Testing in Python
Foundations of Probability in Python
Analyzing Survey Data in Python
Bayesian Data Analysis in Python
Introduction to Statistics in Google Sheets
Introduction to Regression in R
Cloud
See Cloud Courses
Understanding Cloud Computing
Understanding Microsoft Azure
AWS Concepts
Understanding Microsoft Azure Architecture and Services
Understanding Microsoft Azure Architecture and Services
AWS Cloud Technology and Services
Introduction to AWS Boto in Python
Streaming Data with AWS Kinesis and Lambda
AWS Security and Cost Management
Artificial Intelligence (AI)
See all AI Courses
Introduction to ChatGPT
Understanding Prompt Engineering
Generative AI Concepts
Understanding Artificial Intelligence
Large Language Models (LLMs) Concepts
Working with the OpenAI API
Introduction to Deep Learning with PyTorch
Developing LLM Applications with LangChain
Machine Learning
See Machine Learning Courses
Understanding Machine Learning
Machine Learning for Business
Supervised Learning with scikit-learn
Unsupervised Learning in Python
Machine Learning with Tree-Based Models in Python
Natural Language Processing with spaCy
Ensemble Methods in Python
Introduction to Deep Learning with PyTorch
Data Visualization
See Data Visualization courses
Data Visualization for Everyone
Learn Power BI
Introduction to Tableau
Data Visualization in R
Data Visualization in Google Sheets
Introduction to Data Visualization with Seaborn
Creating Dashboards in Tableau
Data Visualization in Power BI
Data Visualization in Tableau
Interactive Data Visualization with plotly in R
See all Applied Finance courses
Introduction to Python for Finance
Introduction to R for Finance
Introduction to Portfolio Risk Management in Python
Financial Trading in Python
Financial Modeling in Google Sheets
Quantitative Risk Management in Python
Credit Risk Modeling in Python
Financial Analytics in Google Sheets
Importing and Managing Financial Data in Python
See all Reporting courses
Reporting with R Markdown
Analyzing Business Data in SQL
Data Communication Concepts
Reporting in SQL
Building Dashboards with shinydashboard
Case Studies: Building Web Applications with Shiny in R
Building Dashboards with flexdashboard
Report Design in Power BI
Career & Skill Tracks
See all Skill Tracks
Microsoft Azure Fundamentals (AZ-900)
Python Data Fundamentals
SQL Fundamentals
R Programming Fundamentals
AI Fundamentals
Machine Learning Fundamentals with Python
Power BI Fundamentals
Data Literacy
Data Manipulation with R
Data Manipulation with Python
Marketing Analytics
See all Career Tracks
Associate Data Scientist in Python
Associate Data Analyst in SQL
Data Analyst with Python
Associate AI Engineer
Associate Data Scientist in R
Associate Data Analyst in SQL
Data Engineer in Python
Data Analyst with Power BI
Python Developer
Data Analyst with R
Machine Learning Scientist with Python
Machine Learning Scientist with R
Python
See Python Courses
Introduction to Python
Intermediate Python
Introduction to Functions in Python
Writing Efficient Python Code
Introduction to Python for Finance
See Tracks
Python Data Fundamentals
Python Programming Toolbox
Python Developer
Importing & Cleaning Data with Python
Machine Learning Fundamentals with Python
R
See R Courses
Introduction to R
Introduction to the Tidyverse
Intermediate R
Data Manipulation with dplyr
Introduction to Data Visualization with ggplot2
See Tracks
Importing & Cleaning Data with R
Tidyverse Fundamentals with R
Shiny Fundamentals
Data Visualization with R
SQL
See SQL Courses
Introduction to SQL
Introduction to SQL Server
Joining Data in SQL
Introduction to Relational Databases in SQL
Reporting in SQL
See Tracks
SQL Fundamentals
SQL Server Fundamentals
SQL for Business Analysts
SQL for Database Administrators
SQL Server for Database Administrators
Power BI
See Power BI Courses
Introduction to Power BI
DAX Functions in Power BI
Data Modelling in Power BI
Exploratory Data Analysis in Power BI
Reports in Power BI
Data Preparation in Power BI
Tableau
See Tableau Courses
Introduction to Tableau
Tableau Fundamentals
Analyzing Data in Tableau
Creating Dashboards in Tableau
Connecting Data in Tableau
Statistical Techniques in Tableau
See Excel Courses
Introduction to Excel
Data Analysis in Excel
Power Pivot in Excel
Data Preparation in Excel
Data Visualization in Excel
See Google Sheets Courses
Introduction to Google Sheets
Data Analysis in Google Sheets
Intermediate Google Sheets
Pivot Tables in Google Sheets
Data Visualization in Google Sheets
ChatGPT & OpenAI
See AI Courses
Introduction to ChatGPT
Working with the OpenAI API
ChatGPT Prompt Engineering for Developers
Introduction to Embeddings with the OpenAI API
Azure
See Azure Courses
Understanding Microsoft Azure
Understanding Microsoft Azure Architecture and Services
Understanding Microsoft Azure Management and Governance
Java
See Java Courses
Introduction to Java
Intermediate Java
Introduction to Object-Oriented Programming in Java
Data Types and Exceptions in Java
Input/Output and Streams in Java
See Tracks
Java Fundamentals
See Docker Courses
Containerization and Virtualization Concepts
Introduction to Docker
Introduction to Kubernetes
Intermediate Docker
See Tracks
Containerization and Virtualization with Docker and Kubernetes
See Git Courses
Learn Git
Intermediate Git
Introduction to GitHub Concepts
See Shell Courses
Introduction to Shell
Introduction to Bash Scripting
Data Processing in Shell
CI/CD for Machine Learning
AWS
See AWS Courses
AWS Concepts
AWS Cloud Technology and Services
AWS Security and Cost Management
Streaming Data with AWS Kinesis and Lambda
Alteryx
See Alteryx Courses
Introduction to Alteryx
Data Preparation in Alteryx
Data Transformation in Alteryx
Data Manipulation in Alteryx
See Tracks
Alteryx Fundamentals
Snowflake
See Snowflake Courses
Introduction to Snowflake
Introduction to Snowflake SQL
Data Manipulation in Snowflake
Introduction to Data Modeling in Snowflake
See Tracks
Snowflake Foundations
Associate Data Engineer in Snowflake
dbt
See dbt Courses
Introduction to dbt
Intermediate dbt
Case Study: Building E-Commerce Data Models with dbt
See Tracks
dbt Fundamentals
Spark
See Spark Courses
Introduction to PySpark
Big Data Fundamentals with PySpark
Cleaning Data with PySpark
Introduction to Spark SQL in Python
Machine Learning with PySpark
Building Recommendation Engines with PySpark
AI
Business Intelligence
Cloud
Data Engineering
AI Native
Real-world Projects
Exploring NYC Public School Test Result Scores
Analyzing Motorcycle Part Sales
Investigating Netflix Movies
Analyzing Crime in Los Angeles
Hypothesis Testing with Men's and Women's Soccer Matches
Analyzing Unicorn Companies
Code-Alongs
Building AI Applications with LangChain and GPT
Getting Started with the OpenAI API and ChatGPT
SQL for Absolute Beginners
Data Modeling in SQL
Data Cleaning in Python
DataLab
Get Started
Templates
See all templates
Create a Word Cloud
Visualize a Heatmap
Calculate Percent Changes, Lags, and Shifts on Time Series
Find and Visualize Clusters with K-Means
Analyze Multiple Time Series
Network Analysis
Sentiment Analysis Prediction
Datasets
See all datasets
E-Commerce Data
Google Play Store Apps
Netflix Movie Data
Measles Data
Documentation
What is DataLab?
Getting Started
Creating a Workspace
Creating a Publication
Support
Sandbox
Sandboxes
Power BI
Tableau
Azure
AWS
Python
Python with OpenAI
Python with Bedrock
Python with Anthropic
Competitions
Exploring Netflix's most popular content from its Top 10 charts
How much of the world has access to the internet?
Which countries produce and consume wine?
Which tree species should the city plant?
Understanding the local electricity market
How can hospitals reduce readmissions?
Improving the performance of an investment fund
Certification
Data Scientist
Data Analyst
Data Engineer
SQL Associate
Data Literacy
AI Fundamentals
Tableau Certified Data Analyst
Power BI Data Analyst
Azure Fundamentals
Alteryx Designer Core
Resources
Upcoming Webinars
See all webinars
How to Get Hired in Analytics
Understand the AI Engineer's Tech Stack
Super Bowl Analytics with polars
Build a No-Code Email Personalization AI Workflow with Zapier
Strategic AI Transformation
Build An AI-Native Enterprise
Transform Your Learning Culture
Progress from Junior Developer to 10x Senior
Past Webinars
See all webinars
Managing AI-First Teams
DataCamp Quarterly Roadmap 2026Q1
AI Strategy 2026: What leaders will fund... and cut?
Architect a 90-Day AI Upskilling Program For Your Team
Data & AI Trends and Predictions 2026
Putting an End to Data and AI Disasters
Trends in Data Governance for 2026
Using Data and AI for Social Good
Code Alongs
See all code-alongs
AI-Assisted SQL for Absolute Beginners
AI for HR with Hugging Face & JobBERT
Vibe-code a Fitness Tracker with Cursor & Oracle
Build a Smart New Year's Resolution Tracker with Sigma
Automate Your Post-Meeting Workflow with Make
Build Event-Driven Data Pipelines with Snowflake & Airflow
Create a Customer Insights Pipeline with Airflow and dbt
Unlock New LLM Architectural Capabilities By Retraining
Blog
See all blog posts
A Practical Vibe Coding Tech Stack For Fast Shipping
The 38 Best Free AI Tools in 2026: A Complete Guide
REST API Interview Questions and Answers (2026 Guide)
DeepSeek mHC Explained: Scaling LLMs Beyond FLOPs
Gemini Personal Intelligence: AI For Your Inbox, Photos, and More
Earn CPE credits across 100 AI and data courses
LLM Agents Explained: Architecture, Frameworks, and Use Cases
Frontier Models Explained: What Defines the Cutting Edge of AI
Cheat Sheets
See all cheat sheets
Hugging Face Cheat Sheet
SQL with AI Cheat Sheet
AI Agents Cheat Sheet
Azure CLI Cheat sheet
LaTeX Cheat Sheet
PostgreSQL Basics Cheat Sheet
Bash & zsh Shell Terminal Basics Cheat Sheet
Excel Shortcuts Cheat Sheet
Tutorials
See all tutorials
How to Check Python Version: Windows, macOS, and Linux
Claude in Excel: Anthropic's AI Excel Assistant
Moltbot (Clawdbot) Tutorial: Control Your PC from WhatsApp
Google MCP Servers Tutorial: Deploying Agentic AI on GCP
MinIO Docker: Setup Guide for S3-Compatible Object Storage
Docker Hello World: Get Started and Verify Everything Works
Git Commit Message: The Rules, Examples, and Conventions
Terraform AWS Tutorial: Automating Agent Deployment on EC2
Docs
See all docs
R-Documentation
R-Interface
Data-input
Data-Management
Statistics
Graphs
White Papers
See all white papers
Closing the AI adoption gap
2025: A year in data and AI
The State of AI Adoption in the enterprise
Your Fast-Track Guide to EU AI Act Readiness
The Learning Leader's Guide to AI Literacy
The Finance Leader's Guide to Data Science Use Cases
DataCamp Signal: An Effective Tool for Data Skill Assessment
2022 Data Trends and Predictions
Podcast
See all podcasts
Vibe Coding and the Rise of the Non-Developer Builder with Matt Palmer, Developer Relations at Replit
The Secrets to High AI Adoption with Stefano Puntoni, Professor at Wharton
Our Data Trends & Predictions for 2026 with DataCamp's CEO & COO, Jonathan Cornelissen & Martijn Theuwissen
Reviewing Our Data Trends & Predictions of 2025 with DataCamp's CEO & COO, Jonathan Cornelissen & Martijn Theuwissen
Modern Analytics with Mike Palmer, CEO at Sigma Computing
The New Paradigm for Enterprise AI Governance with Blake Brannon, Chief Innovation Officer at OneTrust
DataFramed, Distilled. The Best Moments of 2025 with Richie Cotton
From City Sewers to Sovereign AI with Russ Wilcox, CEO at ArtifexAI
Pricing
For Individuals
For Students
For Business
For Business
For Universities
Skip to main content
EN
Explore Stephen's work
Stephen Mensah's
Data Manipulation with pandas certificate
Obtained: 6 December 2025.
Get Certified
Explore Stephen's work
Loading
