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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Ray: A Distributed Computing Platform for Reinforcement Learning with Ion Stoica - TWiML Talk #55

Ray: A Distributed Computing Platform for Reinforcement Learning with Ion Stoica - TWiML Talk #55

The show you’re about to hear is part of a series of shows recorded in San Francisco at the Artificial Intelligence Conference. In this episode, I talk with Ion Stoica, professor of computer science &...

5 Loka 201728min

Topological Data Analysis with Gunnar Carlsson - TWiML Talk #53

Topological Data Analysis with Gunnar Carlsson - TWiML Talk #53

The show you’re about to hear is part of a series of shows recorded in San Francisco at the Artificial Intelligence Conference. My guest for this show is Gunnar Carlsson, professor emeritus of mathema...

3 Loka 201733min

Bayesian Optimization for Hyperparameter Tuning with Scott Clark - TWiML Talk #50

Bayesian Optimization for Hyperparameter Tuning with Scott Clark - TWiML Talk #50

As you all know, a few weeks ago, I spent some time in SF at the Artificial Intelligence Conference. While I was there, I had just enough time to sneak away and catch up with Scott Clark, Co-Founder a...

2 Loka 201747min

Symbolic and Sub-Symbolic Natural Language Processing with Jonathan Mugan - TWiML Talk #49

Symbolic and Sub-Symbolic Natural Language Processing with Jonathan Mugan - TWiML Talk #49

Like last week’s interview with Bruno Goncalves, this week’s interview was also recorded at the last O’Reilly AI Conference back in New York in June. Also like last week’s show, this week’s is also fo...

25 Syys 201743min

Word2Vec & Friends with Bruno Gonçalves - TWiML Talk #48

Word2Vec & Friends with Bruno Gonçalves - TWiML Talk #48

This week i'm bringing you an interview from Bruno Goncalves, a Moore-Sloan Data Science Fellow at NYU. As you’ll hear in the interview, Bruno is a longtime listener of the podcast. We were able to co...

19 Syys 201732min

Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - TWiML Talk #47

Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - TWiML Talk #47

My guest this week is Risto Miikkulainen, professor of computer science at UT-Austin and vice president of Research at Sentient Technologies. Risto came locked and loaded to discuss a topic that we've...

11 Syys 201758min

Agile Machine Learning with Jennifer Prendki - TWiML Talk #46

Agile Machine Learning with Jennifer Prendki - TWiML Talk #46

My guest this week is Jennifer Prendki. That name might sound familiar, as she was one of the great speakers from my Future of Data Summit back in May. At the time, Jennifer was senior data science ma...

5 Syys 201748min

LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - TWiML Talk #44

LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - TWiML Talk #44

This week we have a very special interview to share with you! Those of you who’ve been receiving my newsletter for a while might remember that while in Switzerland last month, I had the pleasure of in...

28 Elo 20171h 3min

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