ML Models for Safety-Critical Systems with Lucas García - #705

ML Models for Safety-Critical Systems with Lucas García - #705

Today, we're joined by Lucas García, principal product manager for deep learning at MathWorks to discuss incorporating ML models into safety-critical systems. We begin by exploring the critical role of verification and validation (V&V) in these applications. We review the popular V-model for engineering critical systems and then dig into the “W” adaptation that’s been proposed for incorporating ML models. Next, we discuss the complexities of applying deep learning neural networks in safety-critical applications using the aviation industry as an example, and talk through the importance of factors such as data quality, model stability, robustness, interpretability, and accuracy. We also explore formal verification methods, abstract transformer layers, transformer-based architectures, and the application of various software testing techniques. Lucas also introduces the field of constrained deep learning and convex neural networks and its benefits and trade-offs. The complete show notes for this episode can be found at https://twimlai.com/go/705.

Jaksot(778)

Designing Computer Systems for Software with Kunle Olukotun - TWiML Talk #211

Designing Computer Systems for Software with Kunle Olukotun - TWiML Talk #211

Today we’re joined by Kunle Olukotun, Professor in the department of EE and CS at Stanford University, and Chief Technologist at Sambanova Systems. Kunle was an invited speaker at NeurIPS this year, p...

18 Joulu 201855min

Operationalizing Ethical AI with Kathryn Hume - TWiML Talk #210

Operationalizing Ethical AI with Kathryn Hume - TWiML Talk #210

Today we conclude our Trust in AI series with this conversation with Kathryn Hume, VP of Strategy at Integrate AI. We discuss her newly released white paper “Responsible AI in the Consumer Enterprise,...

14 Joulu 201853min

Approaches to Fairness in Machine Learning with Richard Zemel - TWiML Talk #209

Approaches to Fairness in Machine Learning with Richard Zemel - TWiML Talk #209

Today we continue our exploration of Trust in AI with this interview with Richard Zemel, Professor in the department of Computer Science at the University of Toronto and Research Director at Vector In...

12 Joulu 201845min

Trust and AI with Parinaz Sobhani - TWiML Talk #208

Trust and AI with Parinaz Sobhani - TWiML Talk #208

In today’s episode we’re joined by Parinaz Sobhani, Director of Machine Learning at Georgian Partners. In our conversation, Parinaz and I discuss some of the main issues falling under the “trust” um...

11 Joulu 201846min

Unbiased Learning from Biased User Feedback with Thorsten Joachims - TWiML Talk #207

Unbiased Learning from Biased User Feedback with Thorsten Joachims - TWiML Talk #207

In the final episode of our re:Invent series, we're joined by Thorsten Joachims, Professor in the Department of Computer Science at Cornell University. We discuss his presentation “Unbiased Learning f...

7 Joulu 201840min

Language Parsing and Character Mining with Jinho Choi - TWiML Talk #206

Language Parsing and Character Mining with Jinho Choi - TWiML Talk #206

Today we’re joined by Jinho Choi, assistant professor of computer science at Emory University. Jinho presented at the conference on ELIT, their cloud-based NLP platform. In our conversation, we discu...

5 Joulu 201847min

re:Invent Roundup Roundtable 2018 with Dave McCrory and Val Bercovici - TWiML Talk #205

re:Invent Roundup Roundtable 2018 with Dave McCrory and Val Bercovici - TWiML Talk #205

I’m excited to present our second annual re:Invent Roundtable Roundup. This year I’m joined by Dave McCrory, VP of Software Engineering at Wise.io at GE Digital, and Val Bercovici, Founder and CEO of ...

3 Joulu 20181h 7min

Knowledge Graphs and Expert Augmentation with Marisa Boston - TWiML Talk #204

Knowledge Graphs and Expert Augmentation with Marisa Boston - TWiML Talk #204

Today we’re joined by Marisa Boston, Director of Cognitive Technology in KPMG’s Cognitive Automation Lab. We caught up to discuss some of the ways that KPMG is using AI to build tools that help augmen...

29 Marras 201846min

Suosittua kategoriassa Politiikka ja uutiset

aikalisa
tervo-halme
rss-ootsa-kuullut-tasta
ootsa-kuullut-tasta-2
politiikan-puskaradio
viisupodi
rss-vaalirankkurit-podcast
otetaan-yhdet
et-sa-noin-voi-sanoo-esittaa
rss-podme-livebox
io-techin-tekniikkapodcast
linda-maria
rikosmyytit
rss-tasta-on-kyse-ivan-puopolo-verkkouutiset
rss-asiastudio
the-ulkopolitist
rss-uusi-juttu
rss-fi-lainsaadanto-paremmaksi
rss-hyvaa-huomenta-bryssel
rss-50100-podcast