Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541

Today we’re joined by Doug Burdick, a principal research staff member at IBM Research. In a recent interview, Doug’s colleague Yunyao Li joined us to talk through some of the broader enterprise NLP problems she’s working on. One of those problems is making documents machine consumable, especially with the traditionally archival file type, the PDF. That’s where Doug and his team come in. In our conversation, we discuss the multimodal approach they’ve taken to identify, interpret, contextualize and extract things like tables from a document, the challenges they’ve faced when dealing with the tables and how they evaluate the performance of models on tables. We also explore how he’s handled generalizing across different formats, how fine-tuning has to be in order to be effective, the problems that appear on the NLP side of things, and how deep learning models are being leveraged within the group. The complete show notes for this episode can be found at twimlai.com/go/541

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Real-Time Machine Learning in the Database with Nikita Shamgunov - TWiML Talk #84

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Driving Customer Loyalty with Predictive and Conversational AI with Sherif Mityas - TWiML Talk #82

This week on the podcast we’re running a series of shows consisting of conversations with some of the impressive speakers from an event called the AI Summit in New York City. The theme of the conferen...

8 Joulu 201736min

Innovation Factories for AI in FInancial Services with Thierry Derungs - TWiML Talk #81

Innovation Factories for AI in FInancial Services with Thierry Derungs - TWiML Talk #81

This week on the podcast we’re running a series of shows consisting of conversations with some of the impressive speakers from an event called the AI Summit in New York City. The theme of the conferen...

7 Joulu 201740min

Block-Sparse Kernels for Deep Neural Networks with Durk Kingma - TWiML Talk #80

Block-Sparse Kernels for Deep Neural Networks with Durk Kingma - TWiML Talk #80

The show is part of a series that I’m really excited about, in part because I’ve been working to bring them to you for quite a while now. The focus of the series is a sampling of the interesting work ...

7 Joulu 201744min

AI for Customer Service and Marketing at Aeromexico with Brian Gross - TWiML Talk #79

AI for Customer Service and Marketing at Aeromexico with Brian Gross - TWiML Talk #79

This week on the podcast we’re running a series of shows consisting of conversations with some of the impressive speakers from an event called the AI Summit in New York City. The theme of the conferen...

6 Joulu 201729min

Scaling AI for the Enterprise with Mazin Gilbert - TWiML Talk #78

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This week on the podcast we’re running a series of shows consisting of conversations with some of the impressive speakers from an event called the AI Summit in New York City. The theme of the conferen...

5 Joulu 201749min

Scalable Distributed Deep Learning with Hillery Hunter - TWiML Talk #77

Scalable Distributed Deep Learning with Hillery Hunter - TWiML Talk #77

This week on the podcast we’re running a series of shows consisting of conversations with some of the impressive speakers from an event called the AI Summit in New York City. The theme of the conferen...

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