Quantizing Transformers by Helping Attention Heads Do Nothing with Markus Nagel - #663

Quantizing Transformers by Helping Attention Heads Do Nothing with Markus Nagel - #663

Today we’re joined by Markus Nagel, research scientist at Qualcomm AI Research, who helps us kick off our coverage of NeurIPS 2023. In our conversation with Markus, we cover his accepted papers at the conference, along with other work presented by Qualcomm AI Research scientists. Markus’ first paper, Quantizable Transformers: Removing Outliers by Helping Attention Heads Do Nothing, focuses on tackling activation quantization issues introduced by the attention mechanism and how to solve them. We also discuss Pruning vs Quantization: Which is Better?, which focuses on comparing the effectiveness of these two methods in achieving model weight compression. Additional papers discussed focus on topics like using scalarization in multitask and multidomain learning to improve training and inference, using diffusion models for a sequence of state models and actions, applying geometric algebra with equivariance to transformers, and applying a deductive verification of chain of thought reasoning performed by LLMs. The complete show notes for this episode can be found at twimlai.com/go/663.

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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

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

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