This is Machine Learning at Capital One

From random forests to causal models, explore how we use machine learning for better banking.

We’re creating real-time, intelligent, automated customer experiences using artificial intelligence in financial services. From informing customers about unusual charges to answering their questions in real time, our applications of AI & ML are bringing humanity and simplicity to banking.

How We're Using AI and ML

Improving Virtual Card Numbers with Edge Machine Learning

How the Eno browser extension uses ML on device to read the DOM & pixel coordinates for a more accurate VCN experience

Automated Detection, Diagnosis & Remediation of App Failure

How machine learning enables automation of incident management at Capital One

How Machine Learning Can Help Fight Money Laundering

How a machine learning model can help identify suspicious account activity & better support anti-money laundering teams

AI and ML Priority Areas

Graph ML

Using ML on nodes and edges of financial networks to more accurately identify fraud


Teaching intelligent assistants to understand and generate natural language

Explainable AI

Creating transparency and ensuring fairness through explaining ML models

Anomaly Detection

Identifying changes in data to protect customers and adapt to fluctuating environments

Data and Privacy

Developing models and techniques for protecting sensitive customer data

ML at Scale

Building systems to scale the entire model building and deployment process

Featured Machine Learning Research

Contrastive Pre-Training

A hybrid deep learning approach to solving tabular data problems

Neural Nets for Imbalanced Data

Harnessing meta-learning to re-sample class-imbalanced data

Dynamic Customer Embeddings

Leveraging customers' digital behavior to predict session activity

Misspecification & Bayesian Bandits

How common misspecifications can lead to suboptimal rewards 



Working with Leading Universities to Advance AI

We partner with the nation’s top universities to further research on AI/ML explainability, fairness and ethics.



Here, there and everywhere

We're sponsoring and attending several AI and ML conferences. Check out where we'll be next.



Come Work with Us

Come help us change banking for good by using technology to serve our customers quicker and more easily than ever.

Featured Machine Learning Articles

Machine Learning

5 reasons to use machine learning for improved data quality

By Vinod Chandrasekharan, Vice President, Product, Capital One Data Insights

Machine Learning

New Forrester Report on Operationalizing Machine Learning

ML is beginning to drive business impact, with automated anomaly detection as the top priority in the next one year to three years

Machine Learning

Best Practices For Impactful Machine Learning Platforms

Advice for building enterprise platforms