Data science
Uncover patterns and build predictions using data, algorithms, machine learning and AI techniques
What is data science?
A way to get the greatest value from your data
Data science is the process of using algorithms, methods and systems to extract knowledge and insights from structured and unstructured data. It applies advanced analytics and machine learning (ML) to help users predict and optimize business outcomes.
Data science solutions from IBM empower your business with the latest advances in AI, machine learning and automation to support the full data science lifecycle — from preparing and exploring data to building, deploying, managing and monitoring models. Use data science software from IBM on IBM Cloud Pak® for Data, a containerized data and AI platform, to build and run models anywhere — on any cloud and on premises.
Automate AI lifecycle management with IBM Data Science (02:12)
IBM is named a Leader in the 2021 Gartner Magic Quadrant for Data Science and Machine Learning Platforms
Why IBM for data science
Featured products
IBM Watson Studio
IBM Watson® Studio
Build, run and manage AI models where your data lives and deploy anywhere in your hybrid, multicloud environment. Automate the AI lifecycle and accelerate time to value with an open, flexible architecture.
IBM Watson Studio Desktop
IBM Watson® Studio Desktop
Explore data and build models with a 2020 Edison Award winner for analysis and predictive models. Use self-service, drag-and-drop data analytics from your desktop to gain insights faster.
Products
IBM Cloud Pak® for Data
Collect, organize and analyze data across any cloud with a fully integrated data and AI platform.
IBM® SPSS® Modeler
Accelerate time to value with this leading visual data science and machine learning tool.
IBM Decision Optimization
Gain prescriptive analytics capabilities to optimize decisions with a family of products.
Data science use cases
Use data for competitive gain
Personalize experiences using predictive insights
Augment human intelligence with machine insights at speed and scale, driving better customer experiences.
Transform operational decisions with optimization
Use optimization technology and predictive insights to remove uncertainty in operational decision making.
Integrate AI into decision making
Power decision intelligence on a multicloud platform with decision optimization, visual modeling and open source data science tools.
Debias and safeguard AI with explainability
Use explainable AI and model monitoring so you can trust model decisions and mitigate risks of AI bias and fraud.
Data science case studies
Resources
Get up to speed on AI governance
Explore what AI governance is, why it matters and how to make AI trustworthy.
CxO guide to growth with AI
Learn how high-growth leaders in AI are setting themselves apart in their industries.
ESG Technical Validation
See how easily businesses can apply prescriptive analytics using IBM Decision Optimization software.
2020 Gartner Peer Insights
Discover what customers said about machine learning and data science platforms, including IBM Watson Studio.
2020 IDC MarketScape
See why IBM is named a Leader in the 2020 IDC MarketScape for Worldwide Advanced Machine Learning Software Platforms.
7 benefits of open source data science
Discover what you gain from using open source data science on a multicloud data and AI platform.
Data science online courses
Pursue data science certifications and online courses at your own pace
Introduction to data science
Gain the key foundational skills needed by a data scientist with this Specialization course.
Data science certificate
Prepare for an entry-level data scientist position with the IBM Data Science Professional Certificate.
Machine Learning Rapid Prototyping
Learn about the automated AI capabilities of IBM Watson Studio; for practicing data scientists.
Related products
IBM Cognos® Analytics
An AI-infused business intelligence solution that visually delivers descriptive and prescriptive analytics
IBM ILOG® CPLEX® Optimization Studio
A prescriptive analytics tool that enables rapid development and deployment of decision optimization models
IBM Decision Optimization Center
A configurable platform for building and deploying optimization-based decision-making applications