Engineering Production NLP Systems at T-Mobile with Heather Nolis - #600

Engineering Production NLP Systems at T-Mobile with Heather Nolis - #600

Today we’re joined by Heather Nolis, a principal machine learning engineer at T-Mobile. In our conversation with Heather, we explored her machine learning journey at T-Mobile, including their initial proof of concept project, which held the goal of putting their first real-time deep learning model into production. We discuss the use case, which aimed to build a model customer intent model that would pull relevant information about a customer during conversations with customer support. This process has now become widely known as blank assist. We also discuss the decision to use supervised learning to solve this problem and the challenges they faced when developing a taxonomy. Finally, we explore the idea of using small models vs uber-large models, the hardware being used to stand up their infrastructure, and how Heather thinks about the age-old question of build vs buy.

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Deep Robotic Learning with Sergey Levine - TWiML Talk #37

Deep Robotic Learning with Sergey Levine - TWiML Talk #37

This week we continue our Industrial AI series with Sergey Levine, an Assistant Professor at UC Berkeley whose research focus is Deep Robotic Learning. Sergey is part of the same research team as a co...

24 Heinä 201746min

Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36

Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36

After a brief hiatus, the Industrial AI Series is making its triumphant return! Our guest this week is Yodit Stanton, a self-described Data Nerd, and the Founder & CEO of Opensensors.io. OpenSensors.i...

17 Heinä 201753min

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

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