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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Intel Nervana Update + Productizing AI Research with Naveen Rao And Hanlin Tang - TWiML Talk #31

Intel Nervana Update + Productizing AI Research with Naveen Rao And Hanlin Tang - TWiML Talk #31

I talked about Intel’s acquisition of Nervana Systems on the podcast when it happened almost a year ago, so I was super excited to have an opportunity to sit down with Nervana co-founder Naveen Rao, w...

5 Heinä 201738min

Expressive AI - Generated Music With Google's Performance RNN - Doug Eck - TWiML Talk #32

Expressive AI - Generated Music With Google's Performance RNN - Doug Eck - TWiML Talk #32

My guest for this second show in our O’Reilly AI series is Doug Eck of Google Brain. Doug did a keynote at the O’Reilly conference on Magenta, Google’s project for melding machine learning and the art...

5 Heinä 201746min

The Power Of Probabilistic Programming with Ben Vigoda - TWiML Talk #33

The Power Of Probabilistic Programming with Ben Vigoda - TWiML Talk #33

My guest for this third episode in the O'Reilly AI series is Ben Vigoda. Ben is the founder and CEO of Gamalon, a DARPA-funded startup working on Bayesian Program Synthesis. We dive into what exactly ...

5 Heinä 201742min

Video Object Detection At Scale with Reza Zadeh - TWiML Talk #34

Video Object Detection At Scale with Reza Zadeh - TWiML Talk #34

My guest for the fourth show in the O'Reilly AI Series is Reza Zadeh. Reza is an adjunct professor of computational mathematics at Stanford University and founder and CEO of the startup Matroid. Reza ...

5 Heinä 201752min

Enhancing Customer Experiences With Emotional AI with Rana El Kaliouby - TWiML Talk #35

Enhancing Customer Experiences With Emotional AI with Rana El Kaliouby - TWiML Talk #35

My guest for this show is Rana el Kaliouby. Rana is co-founder and CEO of Affectiva. Affectiva, as Rana puts it, "is on a mission to humanize technology by bringing in artificial emotional intelligenc...

5 Heinä 201733min

Natural Language Understanding for Amazon Alexa with Zornitsa Kozareva - TWiML Talk #30

Natural Language Understanding for Amazon Alexa with Zornitsa Kozareva - TWiML Talk #30

Our guest this week is Zornitsa Kozareva, Manager of Machine Learning with Amazon Web Services Deep Learning, where she leads a group focused on natural language processing and dialogue systems for pr...

29 Kesä 201755min

Robotic Perception and Control with Chelsea Finn - TWiML Talk #29

Robotic Perception and Control with Chelsea Finn - TWiML Talk #29

This week we continue our series on industrial applications of machine learning and AI with a conversation with Chelsea Finn, a PhD student at UC Berkeley. Chelsea’s research is focused on machine lea...

23 Kesä 201754min

Reinforcement Learning Deep Dive with Pieter Abbeel - TWiML Talk #28

Reinforcement Learning Deep Dive with Pieter Abbeel - TWiML Talk #28

This week our guest is Pieter Abbeel, Assistant Professor at UC Berkeley, Research Scientist at OpenAI, and Cofounder of Gradescope. Pieter has an extensive background in AI research, going way back t...

17 Kesä 201752min

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