The Machine Learning Center of Excellence (MLCOE) is a group of specialized Machine Learning scientists who partner with businesses within JPMorgan Chase and their analytics teams. Through our collaborative approach, we build, deploy and share ML solutions using the latest innovations and methods in the field of Artificial Intelligence and Machine Learning.
The MLCOE applies cutting edge ML and AI methods to challenging problems across JPMorgan Chase. We actively collaborate with data analytics, engineering and product teams across all functions – from sales and trading to digital, operations, finance and risk – and every line of business from wholesale banking through to retail.
Our approach combines business knowledge with deep technical AI/ML expertise to build and deploy compatible, scalable solutions across the firm. The team has expertise in many Machine Learning areas including Natural Language Processing, Speech Recognition, Time Series and Reinforcement Learning.
Analyze a sequence of data points that occurred in succession over a period of time in order to predict future probabilities
Training intelligent agents to take an optimal action in a particular environment to maximize reward
Interpret and comprehend human language in text format
Deep neural networks trained on vast datasets, LLMs power complex tasks in summarization, Q&A, generative text, code and more
Transcribe spoken language into a written format
Represent the relationships between various entities in graph structures which are then leveraged for predictive tasks and business insights
Applies ML technologies to accelerate large scale and complex numerical models and computations
Provide suggestions for items that are most relevant to an individual user
Automatically discover the representations needed for feature detection or classification from raw data