This Week in Machine Learning & Artificial Intelligence (AI) Podcast

This Week in Machine Learning & Artificial Intelligence (AI) Podcast

twimlai.com
This Week in Machine Learning & AI is the most po…


Inspiring New Machine Learning Platforms w/ Bioelectric Computation with Michael Levin - TWiML Talk #282
Jul 15 • 25 min
Today we’re joined by Michael Levin, Director of the Allen Discovery Institute at Tufts University. In our conversation, we talk about synthetic living machines, novel AI architectures and brain-body plasticity. Michael explains how our DNA doesn’t…
Simulation and Synthetic Data for Computer Vision with Batu Arisoy - TWiML Talk #281
Jul 9 • 41 min
Today we’re joined by Batu Arisoy, Research Manager with the Vision Technologies & Solutions team at Siemens Corporate Technology. Batu’s research focus is solving limited-data computer vision problems, providing R&D for business units throughout the…
Spiking Neural Nets and ML as a Systems Challenge with Jeff Gehlhaar - TWIML Talk #280
Jul 8 • 54 min
Today we’re joined by Jeff Gehlhaar, VP of Technology and Head of AI Software Platforms at Qualcomm. Qualcomm has a hand in tons of machine learning research and hardware, and in our conversation with Jeff we discuss: • How the various training frameworks…
Transforming Oil & Gas with AI with Adi Bhashyam and Daniel Jeavons - TWIML Talk #279
Jul 1 • 46 min
Today we’re joined by return guest Daniel Jeavons, GM of Data Science at Shell, and Adi Bhashyam, GM of Data Science at C3, who we had the pleasure of speaking to at this years C3 Transform Conference. In our conversation, we discuss: • The progress that…
Fast Radio Burst Pulse Detection with Gerry Zhang - TWIML Talk #278
Jun 27 • 38 min
Today we’re joined by Yunfan Gerry Zhang, a PhD student at UC Berkely, and an affiliate of Berkeley’s SETI research center. In our conversation, we discuss: • Gerry’s research on applying machine learning techniques to astrophysics and astronomy. • His…
Tracking CO2 Emissions with Machine Learning with Laurence Watson - TWIML Talk #277
Jun 24 • 41 min
Today we’re joined by Laurence Watson, Co-Founder and CTO of Plentiful Energy and a former data scientist at Carbon Tracker. In our conversation, we discuss: • Carbon Tracker’s goals, and their report “Nowhere to hide: Using satellite imagery to estimate…
Topic Modeling for Customer Insights at USAA with William Fehlman - TWIML Talk #276
Jun 20 • 44 min
Today we’re joined by William Fehlman, director of data science at USAA, to discuss: • His work on topic modeling, which USAA uses in various scenarios, including member chat channels. • How their datasets are generated. • Explored methodologies of topic…
Phronesis of AI in Radiology with Judy Gichoya - TWIML Talk #275
Jun 18 • 43 min
Today we’re joined by Judy Gichoya an interventional radiology fellow at the Dotter Institute at Oregon Health and Science University. In our conversation, we discuss: • Judy’s research on the paper “Phronesis of AI in Radiology: Superhuman meets Natural…
The Ethics of AI-Enabled Surveillance with Karen Levy - TWIML Talk #274
Jun 14 • 42 min
Today we’re joined by Karen Levy, assistant professor in the department of information science at Cornell University. Karen’s research focuses on how rules and technologies interact to regulate behavior, especially the legal, organizational, and social…
Supporting Rapid Model Development at Two Sigma with Matt Adereth & Scott Clark - TWIML Talk #273
Jun 11 • 49 min
Today we’re joined by Matt Adereth, managing director of investments at Two Sigma, and return guest Scott Clark, co-founder and CEO of SigOpt, to discuss: • The end to end modeling platform at Two Sigma, who it serves, and challenges faced in production…
Scaling Model Training with Kubernetes at Stripe with Kelley Rivoire - TWIML Talk #272
Jun 6 • 45 min
Today we’re joined by Kelley Rivoire, engineering manager working on machine learning infrastructure at Stripe. Kelley and I caught up at a recent Strata Data conference to discuss: • Her talk “Scaling model training: From flexible training APIs to…
Productizing ML at Scale at Twitter with Yi Zhuang - TWIML Talk #271
Jun 3 • 49 min
Today we continue our AI Platforms series joined by Yi Zhuang, Senior Staff Engineer at Twitter. In our conversation, we cover: • The machine learning landscape at Twitter, including with the history of the Cortex team • Deepbird v2, which is used for…
Snorkel: A System for Fast Training Data Creation with Alex Ratner - TWiML Talk #270
May 30 • 45 min
Today we’re joined by Alex Ratner, Ph.D. student at Stanford, to discuss: • Snorkel, the open source framework that is the successor to Stanford’s Deep Dive project. • How Snorkel is used as a framework for creating training data with weak supervised…
Advancing Autonomous Vehicle Development Using Distributed Deep Learning with Adrien Gaidon - TWiML Talk #269
May 28 • 50 min
In this, the kickoff episode of AI Platforms Vol. 2, we’re joined by Adrien Gaidon, Machine Learning Lead at Toyota Research Institute. Adrien and I caught up to discuss his team’s work on deploying distributed deep learning in the cloud, at scale. In our…
Are We Being Honest About How Difficult AI Really Is? w/ David Ferrucci - TWiML Talk #268
May 23 • 52 min
Today we’re joined by David Ferrucci, Founder, CEO, and Chief Scientist at Elemental Cognition, a company focused on building natural learning systems that understand the world the way people do, to discuss: • The role of “understanding” in the context of…
Gauge Equivariant CNNs, Generative Models, and the Future of AI with Max Welling - TWiML Talk #267
May 20 • 64 min
Today we’re joined by Max Welling, research chair in machine learning at the University of Amsterdam, and VP of Technologies at Qualcomm, to discuss: • Max’s research at Qualcomm AI Research and the University of Amsterdam, including his work on Bayesian…
Can We Trust Scientific Discoveries Made Using Machine Learning? with Genevera Allen - TWiML Talk #266
May 16 • 41 min
Today we’re joined by Genevera Allen, associate professor of statistics in the EECS Department at Rice University. Genevera caused quite the stir at the American Association for the Advancement of Science meeting earlier this year with her presentation…
Creative Adversarial Networks for Art Generation with Ahmed Elgammal - TWiML Talk #265
May 13 • 37 min
Today we’re joined by Ahmed Elgammal, a professor in the department of computer science at Rutgers, and director of The Art and Artificial Intelligence Lab. We discuss his work on AICAN, a creative adversarial network that produces original portraits,…
Diagnostic Visualization for Machine Learning with YellowBrick w/ Rebecca Bilbro - TWiML Talk #264
May 10 • 42 min
Today we close out our PyDataSci series joined by Rebecca Bilbro, head of data science at ICX media and co-creator of the popular open-source visualization library YellowBrick. In our conversation, Rebecca details: • Her relationship with toolmaking,…
Librosa: Audio and Music Processing in Python with Brian McFee - TWiML Talk #263
May 9 • 39 min
Today we continue our PyDataSci series joined by Brian McFee, assistant professor of music technology and data science at NYU, and creator of LibROSA, a python package for music and audio analysis. Brian walks us through his experience building LibROSA,…
Practical Natural Language Processing with spaCy and Prodigy w/ Ines Montani - TWiML Talk #262
May 7 • 49 min
In this episode of PyDataSci, we’re joined by Ines Montani, Cofounder of Explosion, Co-developer of SpaCy and lead developer of Prodigy. Ines and I caught up to discuss her various projects, including the aforementioned SpaCy, an open-source NLP library…
Scaling Jupyter Notebooks with Luciano Resende - TWiML Talk #261
May 6 • 34 min
Today we’re joined by Luciano Resende, an Open Source AI Platform Architect at IBM, to discuss his work on Jupyter Enterprise Gateway. In our conversation, we address challenges that arise while using Jupyter Notebooks at scale and the role of open source…
Fighting Fake News and Deep Fakes with Machine Learning w/ Delip Rao - TWiML Talk #260
May 3 • 58 min
Today we’re joined by Delip Rao, vice president of research at the AI Foundation, co-author of the book Natural Language Processing with PyTorch, and creator of the Fake News Challenge. In our conversation, we discuss the generation and detection of…
Maintaining Human Control of Artificial Intelligence with Joanna Bryson - TWiML Talk #259
May 1 • 38 min
Today we’re joined by Joanna Bryson, Reader at the University of Bath. I was fortunate to catch up with Joanna at the conference, where she presented on “Maintaining Human Control of Artificial Intelligence.” In our conversation, we explore our current…
Intelligent Infrastructure Management with Pankaj Goyal & Rochna Dhand - TWiML Talk #258
Apr 29 • 44 min
Today we’re joined by Pankaj Goyal and Rochna Dhand, to discuss HPE InfoSight. In our conversation, Pankaj gives a look into how HPE as a company views AI, from their customers to the future of AI at HPE through investment. Rocha details the role of HPE’s…
Organizing for Successful Data Science at Stitch Fix with Eric Colson - TWiML Talk #257
Apr 26 • 52 min
Today we’re joined by Eric Colson, Chief Algorithms Officer at Stitch Fix, whose presentation at the Strata Data conference explored “How to make fewer bad decisions.” Our discussion focuses in on the three key organizational principles for data science…
End-to-End Data Science to Drive Business Decisions at LinkedIn with Burcu Baran - TWiML Talk #256
Apr 24 • 49 min
In this episode of our Strata Data conference series, we’re joined by Burcu Baran, Senior Data Scientist at LinkedIn. At Strata, Burcu, along with a few members of her team, delivered the presentation “Using the full spectrum of data science to drive…
Learning with Limited Labeled Data with Shioulin Sam - TWiML Talk #255
Apr 22 • 44 min
Today we’re joined by Shioulin Sam, Research Engineer with Cloudera Fast Forward Labs. Shioulin and I caught up to discuss the newest report to come out of CFFL, “Learning with Limited Label Data,” which explores active learning as a means to build…
cuDF, cuML & RAPIDS: GPU Accelerated Data Science with Paul Mahler - TWiML Talk #254
Apr 19 • 38 min
Today we’re joined by Paul Mahler, senior data scientist and technical product manager for ML at NVIDIA. In our conversation, Paul and I discuss NVIDIA’s RAPIDS open source project, which aims to bring GPU acceleration to traditional data science…
Edge AI for Smart Manufacturing with Trista Chen - TWiML Talk #253
Apr 18 • 38 min
Today we’re joined by Trista Chen, chief scientist of machine learning at Inventec, who spoke on “Edge AI in Smart Manufacturing: Defect Detection and Beyond” at GTC. In our conversation, we discuss the challenges that Industry 4.0 initiatives aim to…
Machine Learning for Security and Security for Machine Learning with Nicole Nichols - TWiML Talk #252
Apr 16 • 41 min
Today we’re joined by Nicole Nichols, a senior research scientist at the Pacific Northwest National Lab. We discuss her recent presentation at GTC, which was titled “Machine Learning for Security, and Security for Machine Learning.” We explore two use…
Domain Adaptation and Generative Models for Single Cell Genomics with Gerald Quon - TWiML Talk #251
Apr 15 • 32 min
Today we’re joined by Gerald Quon, assistant professor at UC Davis. Gerald presented his work on Deep Domain Adaptation and Generative Models for Single Cell Genomics at GTC this year, which explores single cell genomics as a means of disease…
Mapping Dark Matter with Bayesian Neural Networks w/ Yashar Hezaveh - TWiML Talk #250
Apr 11 • 36 min
Today we’re joined by Yashar Hezaveh, Assistant Professor at the University of Montreal. Yashar and I caught up to discuss his work on gravitational lensing, which is the bending of light from distant sources due to the effects of gravity. In our…
Deep Learning for Population Genetic Inference with Dan Schrider - TWiML Talk #249
Apr 8 • 49 min
Today we’re joined by Dan Schrider, assistant professor in the department of genetics at UNC Chapel Hill. My discussion with Dan starts with an overview of population genomics, looking into his application of ML in the field. We then dig into Dan’s paper…
Empathy in AI with Rob Walker - TWiML Talk #248
Apr 5 • 41 min
Today we’re joined by Rob Walker, Vice President of Decision Management at Pegasystems. Rob joined us back in episode 127 to discuss “Hyperpersonalizing the customer experience.” Today, he’s back for a discussion about the role of empathy in AI systems.…
Benchmarking Custom Computer Vision Services at Urban Outfitters with Tom Szumowski - TWiML Talk #247
Apr 3 • 50 min
Today we’re joined by Tom Szumowski, Data Scientist at URBN, parent company of Urban Outfitters and other consumer fashion brands. Tom and I caught up to discuss his project “Exploring Custom Vision Services for Automated Fashion Product Attribution.” We…
Pragmatic Quantum Machine Learning with Peter Wittek - TWiML Talk #245
Apr 1 • 66 min
Today we’re joined by Peter Wittek, Assistant Professor at the University of Toronto working on quantum-enhanced machine learning and the application of high-performance learning algorithms. In our conversation, we discuss the current state of quantum…
*Bonus Episode* A Quantum Machine Learning Algorithm Takedown with Ewin Tang - TWiML Talk #246
Apr 1 • 40 min
In this special bonus episode of the podcast, I’m joined by Ewin Tang, a PhD student in the Theoretical Computer Science group at the University of Washington. In our conversation, Ewin and I dig into her paper “A quantum-inspired classical algorithm for…
Supporting TensorFlow at Airbnb with Alfredo Luque - TWiML Talk #244
Mar 28 • 40 min
Today we’re joined by Alfredo Luque, a software engineer on the machine infrastructure team at Airbnb. If you’re interested in AI Platforms and ML infrastructure, you probably remember my interview with Airbnb’s Atul Kale, in which we discussed their…
Mining the Vatican Secret Archives with TensorFlow w/ Elena Nieddu - TWiML Talk #243
Mar 27 • 44 min
Today we’re joined by Elena Nieddu, Phd Student at Roma Tre University, who presented on her project “In Codice Ratio” at the TF Dev Summit. In our conversation, Elena provides an overview of the project, which aims to annotate and transcribe Vatican…
Exploring TensorFlow 2.0 with Paige Bailey - TWiML Talk #242
Mar 25 • 41 min
Today we’re joined by Paige Bailey, TensorFlow developer advocate at Google, to discuss the TensorFlow 2.0 alpha release. Paige and I talk through the latest TensorFlow updates, including the evolution of the TensorFlow APIs and the role of eager mode,…
Privacy-Preserving Decentralized Data Science with Andrew Trask - TWiML Talk #241
Mar 21 • 32 min
Today we’re joined by Andrew Trask, PhD student at the University of Oxford and Leader of the OpenMined Project, an open-source community focused on researching, developing, and promoting tools for secure, privacy-preserving, value-aligned artificial…
The Unreasonable Effectiveness of the Forget Gate with Jos Van Der Westhuizen - TWiML Talk #240
Mar 18 • 33 min
Today we’re joined by Jos Van Der Westhuizen, PhD student in Engineering at Cambridge University. Jos’ research focuses on applying LSTMs, or Long Short-Term Memory neural networks, to biological data for various tasks. In our conversation, we discuss his…
Building a Recommendation Agent for The North Face with Andrew Guldman - TWiML Talk #239
Mar 14 • 48 min
Today we’re joined by Andrew Guldman, VP of Product Engineering and R&D at Fluid to discuss Fluid XPS, a user experience built to help the casual shopper decide on the best product choices during online retail interactions. We specifically discuss its…
Active Learning for Materials Design with Kevin Tran - TWiML Talk #238
Mar 11 • 34 min
Today we’re joined by Kevin Tran, PhD student at Carnegie Mellon University. In our conversation, we explore the challenges surrounding the creation of renewable energy fuel cells, which is discussed in his recent Nature paper “Active learning across…
Deep Learning in Optics with Aydogan Ozcan - TWiML Talk #237
Mar 7 • 42 min
Today we’re joined by Aydogan Ozcan, Professor of Electrical and Computer Engineering at UCLA, exploring his group’s research into the intersection of deep learning and optics, holography and computational imaging. We specifically look at a really…
Scaling Machine Learning on Graphs at LinkedIn with Hema Raghavan and Scott Meyer - TWiML Talk #236
Mar 4 • 47 min
Today we’re joined by Hema Raghavan and Scott Meyer of LinkedIn to discuss the graph database and machine learning systems that power LinkedIn features such as “People You May Know” and second-degree connections. Hema shares her insight into the…
Safer Exploration in Deep Reinforcement Learning using Action Priors with Sicelukwanda Zwane - TWiML Talk #235
Mar 1 • 54 min
Today we conclude our Black in AI series with Sicelukwanda Zwane, a masters student at the University of Witwatersrand and graduate research assistant at the CSIR, who presented on “Safer Exploration in Deep Reinforcement Learning using Action Priors” at…
Dissecting the Controversy around OpenAI’s New Language Model - TWiML Talk #234
Feb 25 • 66 min
In the inaugural TWiML Live, Sam Charrington is joined by Amanda Askell (OpenAI), Anima Anandkumar (NVIDIA/CalTech), Miles Brundage (OpenAI), Robert Munro (Lilt), and Stephen Merity to discuss the controversial recent release of the OpenAI GPT-2 Language…
Human-Centered Design with Mira Lane - TWiML Talk #233
Feb 22 • 47 min
Today we present the final episode in our AI for the Benefit of Society series, in which we’re joined by Mira Lane, Partner Director for Ethics and Society at Microsoft. Mira and I focus our conversation on the role of culture and human-centered design in…
Fairness in Machine Learning with Hanna Wallach - TWiML Talk #232
Feb 18 • 49 min
Today we’re joined by Hanna Wallach, a Principal Researcher at Microsoft Research. Hanna and I really dig into how bias and a lack of interpretability and transparency show up across ML. We discuss the role that human biases, even those that are…
AI for Healthcare with Peter Lee - TWiML Talk #231
Feb 17 • 57 min
In this episode, we’re joined by Peter Lee, Corporate Vice President at Microsoft Research responsible for the company’s healthcare initiatives. Peter and I met back at Microsoft Ignite, where he gave me some really interesting takes on AI development in…
An Optimized Recurrent Unit for Ultra-Low Power Acoustic Event Detection with Justice Amoh Jr. - TWiML Talk #230
Feb 11 • 45 min
Today, we’re joined by Justice Amoh Jr., a Ph.D. student at Dartmouth’s Thayer School of Engineering. Justice presented his work on “An Optimized Recurrent Unit for Ultra-Low Power Acoustic Event Detection.” In our conversation, we discuss his goal of…
Pathologies of Neural Models and Interpretability with Alvin Grissom II - TWiML Talk #229
Feb 11 • 32 min
Today, we continue our Black in AI series with Alvin Grissom II, Assistant Professor of Computer Science at Ursinus College. In our conversation, we dive into the paper he presented at the workshop, “Pathologies of Neural Models Make Interpretations…
AI for Earth with Lucas Joppa - TWiML Talk #228
Feb 8 • 57 min
Today we’re joined by Lucas Joppa, Chief Environmental Officer at Microsoft and Zach Parisa, Co-founder and president of Silvia Terra, a Microsoft AI for Earth grantee. In our conversation, we explore the ways that ML & AI can be used to advance our…
AI for Accessibility with Wendy Chisholm - TWiML Talk #227
Feb 6 • 51 min
Today we’re joined by Wendy Chisholm, a principal accessibility architect at Microsoft, and one of the chief proponents of the AI for Accessibility program, which extends grants to AI-powered accessibility projects the areas of Employment, Daily Life, and…
AI for Humanitarian Action with Justin Spelhaug - TWiML Talk #226
Feb 4 • 59 min
Today we’re joined by Justin Spelhaug, General Manager of Technology for Social Impact at Microsoft. In our conversation, we discuss the company’s efforts in AI for Humanitarian Action, covering Microsoft’s overall approach to technology for social…
Teaching AI to Preschoolers with Randi Williams - TWiML Talk #225
Jan 31 • 44 min
Today, in the first episode of our Black in AI series, we’re joined by Randi Williams, PhD student at the MIT Media Lab. At the Black in AI workshop Randi presented her research on Popbots: A Early Childhood AI Curriculum, which is geared towards teaching…
Holistic Optimization of the LinkedIn News Feed - TWiML Talk #224
Jan 28 • 48 min
Today we’re joined by Tim Jurka, Head of Feed AI at LinkedIn. In our conversation, Tim describes the holistic optimization of the feed and we discuss some of the interesting technical and business challenges associated with trying to do this. We talk…
AI at the Edge at Qualcomm with Gary Brotman - TWiML Talk #223
Jan 24 • 51 min
Today we’re joined by Gary Brotman, Senior Director of Product Management at Qualcomm Technologies, Inc. Gary, who got his start in AI through music, now leads strategy and product planning for the company’s AI and ML technologies, including those that…
AI Innovation at CES - TWiML Talk #222
Jan 21 • 2 min
A few weeks ago, I made the trek to Las Vegas for the world’s biggest electronics conference, CES. In this special visual only episode, we’re going to check out some of the interesting examples of machine learning and AI that I found at the event. Check…
Self-Tuning Services via Real-Time Machine Learning with Vladimir Bychkovsky - TWiML Talk #221
Jan 17 • 46 min
Today we’re joined by Vladimir Bychkovsky, Engineering Manager at Facebook, to discuss Spiral, a system they’ve developed for self-tuning high-performance infrastructure services at scale, using real-time machine learning. In our conversation, we explore…
Building a Recommender System from Scratch at 20th Century Fox with JJ Espinoza - TWiML Talk #220
Jan 14 • 35 min
Today we’re joined by JJ Espinoza, former Director of Data Science at 20th Century Fox. In this talk we dig into JJ and his team’s experience building and deploying a content recommendation system from the ground up. In our conversation, we explore the…
Legal and Policy Implications of Model Interpretability with Solon Barocas - TWiML Talk #219
Jan 10 • 47 min
Today we’re joined by Solon Barocas, Assistant Professor of Information Science at Cornell University. Solon and I caught up to discuss his work on model interpretability and the legal and policy implications of the use of machine learning models. In our…
Trends in Computer Vision with Siddha Ganju - TWiML Talk #218
Jan 7 • 71 min
In the final episode of our AI Rewind series, we’re excited to have Siddha Ganju back on the show. Siddha, who is now an autonomous vehicles solutions architect at Nvidia shares her thoughts on trends in Computer Vision in 2018 and beyond. We cover her…
Trends in Reinforcement Learning with Simon Osindero - TWiML Talk #217
Jan 3 • 52 min
In this episode of our AI Rewind series, we introduce a new friend of the show, Simon Osindero, Staff Research Scientist at DeepMind. We discuss trends in Deep Reinforcement Learning in 2018 and beyond. We’ve packed a bunch into this show, as Simon walks…
Trends in Natural Language Processing with Sebastian Ruder - TWiML Talk #216
Dec 31, 2018 • 53 min
In this episode of our AI Rewind series, we’ve brought back recent guest Sebastian Ruder, PhD Student at the National University of Ireland and Research Scientist at Aylien, to discuss trends in Natural Language Processing in 2018 and beyond. In our…
Trends in Machine Learning with Anima Anandkumar - TWiML Talk #215
Dec 27, 2018 • 51 min
In this episode of our AI Rewind series, we’re back with Anima Anandkumar, Bren Professor at Caltech and now Director of Machine Learning Research at NVIDIA. Anima joins us to discuss her take on trends in the broader Machine Learning field in 2018 and…
Trends in Deep Learning with Jeremy Howard - TWiML Talk #214
Dec 24, 2018 • 68 min
In this episode of our AI Rewind series, we’re bringing back one of your favorite guests of the year, Jeremy Howard, founder and researcher at Fast.ai. Jeremy joins us to discuss trends in Deep Learning in 2018 and beyond. We cover many of the papers,…
Training Large-Scale Deep Nets with RL with Nando de Freitas - TWiML Talk #213
Dec 20, 2018 • 55 min
Today we close out both our NeurIPS series joined by Nando de Freitas, Team Lead & Principal Scientist at Deepmind. In our conversation, we explore his interest in understanding the brain and working towards artificial general intelligence. In particular,…
Making Algorithms Trustworthy with David Spiegelhalter - TWiML Talk #212
Dec 19, 2018 • 23 min
Today we’re joined by David Spiegelhalter, Chair of Winton Center for Risk and Evidence Communication at Cambridge University and President of the Royal Statistical Society. David, an invited speaker at NeurIPS, presented on “Making Algorithms…
Designing Computer Systems for Software with Kunle Olukotun - TWiML Talk #211
Dec 17, 2018 • 56 min
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, presenting on “Designing Computer Systems for Software…
Operationalizing Ethical AI with Kathryn Hume - TWiML Talk #210
Dec 14, 2018 • 54 min
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,” which details a framework for ethical AI deployment…
Approaches to Fairness in Machine Learning with Richard Zemel - TWiML Talk #209
Dec 12, 2018 • 46 min
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 Institute. In our conversation, Rich describes some of…
Trust and AI with Parinaz Sobhani - TWiML Talk #208
Dec 11, 2018 • 46 min
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” umbrella, such as transparency, fairness and…
Unbiased Learning from Biased User Feedback with Thorsten Joachims - TWiML Talk #207
Dec 7, 2018 • 40 min
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 from Biased User Feedback,” looking at some of the…
Language Parsing and Character Mining with Jinho Choi - TWiML Talk #206
Dec 5, 2018 • 47 min
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 discuss some of the key NLP challenges that Jinho and his…
re:Invent Roundup Roundtable 2018 with Dave McCrory and Val Bercovici - TWiML Talk #205
Dec 3, 2018 • 68 min
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 Pencil Data. If you missed the news coming out of…
Knowledge Graphs and Expert Augmentation with Marisa Boston - TWiML Talk #204
Nov 29, 2018 • 47 min
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 augment the knowledge of their teams of professionals. We…
ML/DL for Non-Stationary Time Series Analysis in Financial Markets and Beyond with Stuart Reid - TWiML Talk #203
Nov 26, 2018 • 59 min
Today, we’re joined by Stuart Reid, Chief Scientist at NMRQL Research. NMRQL is an investment management firm that uses ML algorithms to make adaptive, unbiased, scalable, and testable trading decisions for its funds. In our conversation, Stuart and I dig…
Industrializing Machine Learning at Shell with Daniel Jeavons - TWiML Talk #202
Nov 21, 2018 • 46 min
In this episode of our AI Platforms series, we’re joined by Daniel Jeavons, General Manager of Data Science at Shell. In our conversation, we explore the evolution of analytics and data science at Shell, discussing IoT-related applications and issues,…
Resurrecting a Recommendations Platform at Comcast with Leemay Nassery - TWiML Talk #201
Nov 19, 2018 • 48 min
In this episode of our AI Platforms series, we’re joined by Leemay Nassery, Senior Engineering Manager and head of the recommendations team at Comcast. In our conversation, Leemay and I discuss just how she and her team resurrected the Xfinity X1…
Productive Machine Learning at LinkedIn with Bee-Chung Chen - TWiML Talk #200
Nov 15, 2018 • 49 min
In this episode of our AI Platforms series, we’re joined by Bee-Chung Chen, Principal Staff Engineer and Applied Researcher at LinkedIn. Bee-Chung and I caught up to discuss LinkedIn’s internal AI automation platform, Pro-ML. Bee-Chung breaks down some of…
Scaling Deep Learning on Kubernetes at OpenAI with Christopher Berner - TWiML Talk #199
Nov 12, 2018 • 51 min
In this episode of our AI Platforms series we’re joined by OpenAI’s Head of Infrastructure, Christopher Berner. In our conversation, we discuss the evolution of OpenAI’s deep learning platform, the core principles which have guided that evolution, and its…
Bighead: Airbnb’s Machine Learning Platform with Atul Kale - TWiML Talk #198
Nov 8, 2018 • 51 min
In this episode of our AI Platforms series, we’re joined by Atul Kale, Engineering Manager on the machine learning infrastructure team at Airbnb. In our conversation, we discuss Airbnb’s internal machine learning platform, Bighead. Atul outlines the ML…
Facebook’s FBLearner Platform with Aditya Kalro - TWiML Talk #197
Nov 6, 2018 • 40 min
In the kickoff episode of our AI Platforms series, we’re joined by Aditya Kalro, Engineering Manager at Facebook, to discuss their internal machine learning platform FBLearner Flow. FBLearner Flow is the workflow management platform at the heart of the…
Geometric Statistics in Machine Learning w/ geomstats with Nina Miolane - TWiML Talk #196
Nov 1, 2018 • 44 min
In this episode we’re joined by Nina Miolane, researcher and lecturer at Stanford University. Nina and I spoke about her work in the field of geometric statistics in ML, specifically the application of Riemannian geometry, which is the study of curved…
Milestones in Neural Natural Language Processing with Sebastian Ruder - TWiML Talk #195
Oct 29, 2018 • 61 min
In this episode, we’re joined by Sebastian Ruder, PhD student studying NLP at National University of Ireland and Research Scientist at text analysis startup Aylien. We discuss recent milestones in neural NLP, including multi-task learning and pretrained…
Natural Language Processing at StockTwits with Garrett Hoffman - TWiML Talk #194
Oct 25, 2018 • 51 min
In this episode, we’re joined by Garrett Hoffman, Director of Data Science at Stocktwits. Stocktwits is a social network for the investing community which has its roots in the use of the $cashtag on Twitter. In our conversation, we discuss applications…
Advanced Reinforcement Learning & Data Science for Social Impact with Vukosi Marivate - TWiML Talk #193
Oct 23, 2018 • 47 min
In the final episode of our Deep Learning Indaba series, we speak with Vukosi Marivate, Chair of Data Science at the University of Pretoria and a co-organizer of the Indaba. My conversation with Vukosi falls into two distinct parts, his PhD research in…
AI Ethics, Strategic Decisioning and Game Theory with Osonde Osoba - TWiML Talk #192
Oct 18, 2018 • 47 min
In this episode of our Deep Learning Indaba Series, we’re joined by Osonde Osoba, Engineer at RAND Corporation. Osonde and I spoke on the heels of the Indaba, where he presented on AI Ethics and Policy. We discuss his framework-based approach for…
Acoustic Word Embeddings for Low Resource Speech Processing with Herman Kamper - TWiML Talk #191
Oct 16, 2018 • 62 min
In this episode of our Deep Learning Indaba Series, we’re joined by Herman Kamper, lecturer at Stellenbosch University in SA and a co-organizer of the Indaba. We discuss his work on limited- and zero-resource speech recognition, how those differ from…
Learning Representations for Visual Search with Naila Murray - TWiML Talk #190
Oct 12, 2018 • 41 min
In this episode of our Deep Learning Indaba series, we’re joined by Naila Murray, Senior Research Scientist and Group Lead in the computer vision group at Naver Labs Europe. Naila presented at the Indaba on computer vision. In this discussion, we explore…
Evaluating Model Explainability Methods with Sara Hooker - TWiML Talk #189
Oct 10, 2018 • 65 min
In this, the first episode of the Deep Learning Indaba series, we’re joined by Sara Hooker, AI Resident at Google Brain. I spoke with Sara in the run-up to the Indaba about her work on interpretability in deep neural networks. We discuss what…
Graph Analytic Systems with Zachary Hanif - TWiML Talk #188
Oct 8, 2018 • 55 min
In this, the final episode of our Strata Data Conference series, we’re joined by Zachary Hanif, Director of Machine Learning at Capital One’s Center for Machine Learning. We start our discussion with a look at the role of graph analytics in the ML…
Diversification in Recommender Systems with Ahsan Ashraf - TWiML Talk #187
Oct 4, 2018 • 45 min
In this episode of our Strata Data conference series, we’re joined by Ahsan Ashraf, data scientist at Pinterest. We discuss his presentation, “Diversification in recommender systems: Using topical variety to increase user satisfaction,” covering the…
The Fastai v1 Deep Learning Framework with Jeremy Howard - TWiML Talk #186
Oct 2, 2018 • 71 min
In today’s episode we’re presenting a special conversation with Jeremy Howard, founder and researcher at Fast.ai. This episode is being released today in conjunction with the company’s announcement of version 1.0 of their fastai library at the inaugural…
Federated ML for Edge Applications with Justin Norman - TWiML Talk #185
Sep 27, 2018 • 48 min
In this episode we’re joined by Justin Norman, Director of Research and Data Science Services at Cloudera Fast Forward Labs. In my chat with Justin we start with an update on the company before diving into a look at some of recent and upcoming research…
Exploring Dark Energy & Star Formation w/ ML with Viviana Acquaviva - TWiML Talk #184
Sep 26, 2018 • 41 min
In today’s episode of our Strata Data series, we’re joined by Viviana Acquaviva, Associate Professor at City Tech, the New York City College of Technology. In our conversation, we discuss an ongoing project she’s a part of called the “Hobby-Eberly…
Document Vectors in the Wild with James Dreiss - TWiML Talk #183
Sep 24, 2018 • 42 min
In this episode of our Strata Data series we’re joined by James Dreiss, Senior Data Scientist at international news syndicate Reuters. James and I sat down to discuss his talk from the conference “Document vectors in the wild, building a content…
Applied Machine Learning for Publishers with Naveed Ahmad - TWiML Talk #182
Sep 20, 2018 • 39 min
In today’s episode we’re joined by Naveed Ahmad, Senior Director of data engineering and machine learning at Hearst Newspapers. In our conversation, we discuss into the role of ML at Hearst, including their motivations for implementing it and some of…
Anticipating Superintelligence with Nick Bostrom - TWiML Talk #181
Sep 17, 2018 • 45 min
In this episode, we’re joined by Nick Bostrom, professor at the University of Oxford and head of the Future of Humanity Institute, a multidisciplinary institute focused on answering big-picture questions for humanity with regards to AI safety and ethics.…
Can We Train an AI to Understand Body Language? with Hanbyul Joo - TWIML Talk #180
Sep 13, 2018 • 51 min
In this episode, we’re joined by Hanbyul Joo, a PhD student at CMU. Han is working on what is called the “Panoptic Studio,” a multi-dimension motion capture studio used to capture human body behavior and body language. His work focuses on understanding…
Biological Particle Identification and Tracking with Jay Newby - TWiML Talk #179
Sep 10, 2018 • 45 min
In today’s episode we’re joined by Jay Newby, Assistant Professor in the Department of Mathematical and Statistical Sciences at the University of Alberta. Jay joins us to discuss his work applying deep learning to biology, including his paper “Deep neural…
AI for Content Creation with Debajyoti Ray - TWiML Talk #178
Sep 6, 2018 • 55 min
In today’s episode we’re joined by Debajyoti Ray, Founder and CEO of RivetAI, a startup producing AI-powered tools for storytellers and filmmakers. Deb and I discuss some of what he’s learned in the journey to apply AI to content creation, including how…
Deep Reinforcement Learning Primer and Research Frontiers with Kamyar Azizzadenesheli - TWiML Talk #177
Aug 30, 2018 • 95 min
Today we’re joined by Kamyar Azizzadenesheli, PhD student at the University of California, Irvine, who joins us to review the core elements of RL, along with a pair of his RL-related papers: “Efficient Exploration through Bayesian Deep Q-Networks” and…
OpenAI Five with Christy Dennison - TWiML Talk #176
Aug 27, 2018 • 48 min
Today we’re joined by Christy Dennison, Machine Learning Engineer at OpenAI, who has been working on OpenAI’s efforts to build an AI-powered agent to play the DOTA 2 video game. In our conversation we overview of DOTA 2 gameplay and the recent OpenAI Five…
How ML Keeps Shelves Stocked at Home Depot with Pat Woowong - TWiML Talk #175
Aug 23, 2018 • 45 min
Today we’re joined by Pat Woowong, principal engineer in the applied machine intelligence group at The Home Depot. We discuss a project that Pat recently presented at the Google Cloud Next conference which used machine learning to predict shelf-out…
Contextual Modeling for Language and Vision with Nasrin Mostafazadeh - TWiML Talk #174
Aug 20, 2018 • 49 min
Today we’re joined by Nasrin Mostafazadeh, Senior AI Research Scientist at New York-based Elemental Cognition. Our conversation focuses on Nasrin’s work in event-centric contextual modeling in language and vision including her work on the Story Cloze…
ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173
Aug 16, 2018 • 56 min
Today we’re joined by Kyle Story, computer vision engineer at Descartes Labs. Kyle and I caught up after his recent talk at the Google Cloud Next Conference titled “How Computers See the Earth: A Machine Learning Approach to Understanding Satellite…
Generating Ground-Level Images From Overhead Imagery Using GANs with Yi Zhu - TWiML Talk #172
Aug 13, 2018 • 38 min
Today we’re joined by Yi Zhu, a PhD candidate at UC Merced focused on geospatial image analysis. In our conversation, Yi and I take a look at his recent paper “What Is It Like Down There? Generating Dense Ground-Level Views and Image Features From…
Vision Systems for Planetary Landers and Drones with Larry Matthies - TWiML Talk #171
Aug 9, 2018 • 43 min
Today we’re joined by Larry Matthies, Sr. Research Scientist and head of computer vision in the mobility and robotics division at JPL. In our conversation, we discuss two talks he gave at CVPR a few weeks back, his work on vision systems for the first…
Learning Semantically Meaningful and Actionable Representations with Ashutosh Saxena - TWiML Talk #170
Aug 6, 2018 • 45 min
In this episode i’m joined by Ashutosh Saxena, a veteran of Andrew Ng’s Stanford Machine Learning Group, and co-founder and CEO of Caspar.ai. Ashutosh and I discuss his RoboBrain project, a computational system that creates semantically meaningful and…
AI Innovation for Clinical Decision Support with Joe Connor - TWiML Talk #169
Aug 2, 2018 • 42 min
In this episode I speak with Joe Connor, Founder of Experto Crede. In our conversation, we explore his experiences bringing AI powered healthcare projects to market in collaboration with the UK National Health Service and its clinicians, some of the…
Dynamic Visual Localization and Segmentation with Laura Leal-Taixé -TWiML Talk #168
Jul 30, 2018 • 45 min
In this episode I’m joined by Laura Leal-Taixé, Professor at the Technical University of Munich where she leads the Dynamic Vision and Learning Group. In our conversation, we discuss several of her recent projects including work on image-based…
Conversational AI for the Intelligent Workplace with Gillian McCann - TWiML Talk #167
Jul 26, 2018 • 38 min
In this episode I’m joined by Gillian McCann, Head of Cloud Engineering and AI at Workgrid Software. In our conversation, which focuses on Workgrid’s use of cloud-based AI services, Gillian details some of the underlying systems that make Workgrid tick,…
Computer Vision and Intelligent Agents for Wildlife Conservation with Jason Holmberg - TWiML Talk #166
Jul 21, 2018 • 49 min
In this episode, I’m joined by Jason Holmberg, Executive Director and Director of Engineering at WildMe. Jason and I discuss Wildme’s pair of open source computer vision based conservation projects, Wildbook and Whaleshark.org, Jason kicks us off with the…
Pragmatic Deep Learning for Medical Imagery with Prashant Warier - TWiML Talk #165
Jul 19, 2018 • 37 min
In this episode I’m joined by Prashant Warier, CEO and Co-Founder of Qure.ai. We discuss the company’s work building products for interpreting head CT scans and chest x-rays. We look at knowledge gained in bringing a commercial product to market,…
Taskonomy: Disentangling Transfer Learning for Perception (CVPR 2018 Best Paper Winner) with Amir Zamir - TWiML Talk #164
Jul 16, 2018 • 49 min
In this episode I’m joined by Amir Zamir, Postdoctoral researcher at both Stanford & UC Berkeley, who joins us fresh off of winning the 2018 CVPR Best Paper Award for co-authoring “Taskonomy: Disentangling Task Transfer Learning.” In our conversation, we…
Predicting Metabolic Pathway Dynamics w/ Machine Learning with Zak Costello - TWiML Talk #163
Jul 11, 2018 • 39 min
In today’s episode I’m joined by Zak Costello, post-doctoral fellow at the Joint BioEnergy Institute to discuss his recent paper, “A machine learning approach to predict metabolic pathway dynamics from time-series multiomics data.” Zak gives us an…
Machine Learning to Discover Physics and Engineering Principles with Nathan Kutz - TWiML Talk #162
Jul 9, 2018 • 43 min
In this episode, I’m joined by Nathan Kutz, Professor of applied mathematics, electrical engineering and physics at the University of Washington to discuss his research into the use of machine learning to help discover the fundamental governing equations…
Automating Complex Internal Processes w/ AI with Alexander Chukovski - TWiML Talk #161
Jul 5, 2018 • 41 min
In this episode, I’m joined by Alexander Chukovski, Director of Data Services at Munich, Germany based career platform, Experteer. In our conversation, we explore Alex’s journey to implement machine learning at Experteer, the Experteer NLP pipeline and…
Designing Better Sequence Models with RNNs with Adji Bousso Dieng - TWiML Talk #160
Jul 2, 2018 • 40 min
In this episode, I’m joined by Adji Bousso Dieng, PhD Student in the Department of Statistics at Columbia University to discuss two of her recent papers, “Noisin: Unbiased Regularization for Recurrent Neural Networks” and “TopicRNN: A Recurrent Neural…
Love Love: AI and ML in Tennis with Stephanie Kovalchik - TWiML Talk #159
Jun 29, 2018 • 46 min
In the final show in our AI in Sports series, I’m joined by Stephanie Kovalchik, Research Fellow at Victoria University and Senior Sports Scientist at Tennis Australia. In our conversation we discuss Tennis Australia’s use of data to develop a player…
Growth Hacking Sports w/ Machine Learning with Noah Gift - TWiML Talk #158
Jun 28, 2018 • 50 min
In this episode of our AI in Sports series I’m joined by Noah Gift, Founder and Consulting CTO at Pragmatic Labs and professor at UC Davis. Noah and I discuss some of his recent work in using social media to predict which players hold the most on-court…
Fine-Grained Player Prediction in Sports with Jennifer Hobbs - TWiML Talk #157
Jun 27, 2018 • 43 min
In this episode of our AI in Sports series, I’m joined by Jennifer Hobbs, Senior Data Scientist at STATS, a collector and distributor of sports data, to discuss the STATS data pipeline and how they collect and store different types of data for easy…
Targeted Ticket Sales Using Azure ML with the Trail Blazers w/ Mike Schumacher & Chenhui Hu - TWiML Talk #156
Jun 26, 2018 • 37 min
In today’s episode of our AI in Sports series I’m joined by Mike Schumacher, director of business analytics for the Portland Trail Blazers, and Chenhui Hu, a data scientist at Microsoft to discuss how the Blazers are using machine learning to produce…
AI for Athlete Optimization with Sinead Flahive - TWiML Talk #155
Jun 25, 2018 • 41 min
This week we’re excited to kick off a series of shows on AI in sports. In this episode I’m joined by Sinead Flahive, data scientist at Dublin, Ireland based Kitman Labs to discuss Kitman’s Athlete Optimization System, which allows sports trainers and…
Omni-Channel Customer Experiences with Vince Jeffs - TWiML Talk #154
Jun 21, 2018 • 43 min
In this, the final episode of our PegaWorld serie…
Workforce Intelligence for Automation & Productivity with Michael Kempe - TWiML Talk #153
Jun 20, 2018 • 36 min
In this episode of our PegaWorld series, I’m join…
Data Platforms for Decision Automation at Scotiabank with Jim Saleh - TWiML Talk #152
Jun 19, 2018 • 33 min
In this show, part of our PegaWorld 18 series, I’…
Towards the Self-Driving Enterprise with Kirk Borne - TWiML Talk #151
Jun 18, 2018 • 42 min
In this show, the first of our PegaWorld 18 serie…
How a Global Energy Company Adopts ML & AI with Nicholas Osborn - TWiML Talk #150
Jun 14, 2018 • 47 min
On today’s show I’m excited to share this intervi…
Problem Formulation for Machine Learning with Romer Rosales - TWiML Talk #149
Jun 11, 2018 • 51 min
In this episode, i’m joined by Romer Rosales, Dir…
AI for Materials Discovery with Greg Mulholland - TWiML Talk #148
Jun 7, 2018 • 42 min
In this episode I’m joined by Greg Mulholland, Fo…
Data Innovation & AI at Capital One with Adam Wenchel - TWiML Talk #147
Jun 4, 2018 • 46 min
In this episode I’m joined by Adam Wenchel, vice …
Deep Gradient Compression for Distributed Training with Song Han - TWiML Talk #146
May 31, 2018 • 47 min
On today’s show I chat with Song Han, assistant p…
Masked Autoregressive Flow for Density Estimation with George Papamakarios - TWiML Talk #145
May 28, 2018 • 35 min
In this episode, University of Edinburgh Phd stud…
Training Data for Computer Vision at Figure Eight with Qazaleh Mirsharif - TWiML Talk #144
May 25, 2018 • 22 min
For today’s show, the last in our TrainAI series,…
Agile Data Science with Sarah Aerni - TWiML Talk #143
May 24, 2018 • 39 min
Today we continue our TrainAI series with Sarah A…
Tensor Operations for Machine Learning with Anima Anandkumar - TWiML Talk #142
May 23, 2018 • 36 min
In this episode of our TrainAI series, I sit down…
Deep Learning for Live-Cell Imaging with David Van Valen - TWiML Talk #141
May 22, 2018 • 38 min
In today’s show, I sit down with David Van Valen,…
Checking in with the Master w/ Garry Kasparov - TWiML Talk #140
May 21, 2018 • 34 min
In this episode I’m joined by legendary chess cha…
Exploring AI-Generated Music with Taryn Southern - TWiML Talk #139
May 17, 2018 • 34 min
In this episode I’m joined by Taryn Southern - a …
Practical Deep Learning with Rachel Thomas - TWiML Talk #138
May 14, 2018 • 45 min
In this episode, i’m joined by Rachel Thomas, fou…
Kinds of Intelligence w/ Jose Hernandez-Orallo - TWiML Talk #137
May 10, 2018 • 45 min
In this episode, I’m joined by Jose Hernandez-Ora…
Taming arXiv with Natural Language Processing w/ John Bohannon - TWiML Talk #136
May 7, 2018 • 55 min
In this episode i’m joined by John Bohannan, Dire…
Epsilon Software for Private Machine Learning with Chang Liu - TWiML Talk #135
May 4, 2018 • 47 min
In this episode, our final episode in the Differe…
Scalable Differential Privacy for Deep Learning with Nicolas Papernot - TWiML Talk #134
May 3, 2018 • 60 min
In this episode of our Differential Privacy serie…
Differential Privacy at Bluecore with Zahi Karam - TWiML Talk #133
May 1, 2018 • 39 min
In this episode of our Differential Privacy serie…
Differential Privacy Theory & Practice with Aaron Roth - TWiML Talk #132
Apr 30, 2018 • 44 min
In the first episode of our Differential Privacy …
Optimal Transport and Machine Learning with Marco Cuturi - TWiML Talk #131
Apr 26, 2018 • 33 min
In this episode, i’m joined by Marco Cuturi, prof…
Collecting and Annotating Data for AI with Kiran Vajapey - TWiML Talk #130
Apr 23, 2018 • 41 min
In this episode, I’m joined by Kiran Vajapey, a h…
Autonomous Aerial Guidance, Navigation and Control Systems with Christopher Lum - TWiML Talk #129
Apr 19, 2018 • 54 min
Ok, In this episode, I’m joined by Christopher Lu…
Infrastructure for Autonomous Vehicles with Missy Cummings - TWiML Talk #128
Apr 16, 2018 • 43 min
In this episode, I’m joined by Missy Cummings, he…
Hyper-Personalizing the Customer Experience w/ AI with Rob Walker - TWiML Talk #127
Apr 12, 2018 • 42 min
In this episode, we’re joined by Rob Walker, Vice…
Information Extraction from Natural Document Formats with David Rosenberg - TWiML Talk #126
Apr 9, 2018 • 46 min
In this episode, I’m joined by David Rosenberg, d…
Human-in-the-Loop AI for Emergency Response & More w/ Robert Munro - TWiML Talk #125
Apr 5, 2018 • 49 min
In this episode, I chat with Rob Munro, CTO of th…
Systems and Software for Machine Learning at Scale with Jeff Dean - TWiML Talk #124
Apr 2, 2018 • 56 min
In this episode I’m joined by Jeff Dean, Google S…
Semantic Segmentation of 3D Point Clouds with Lyne Tchapmi - TWiML Talk #123
Mar 29, 2018 • 38 min
In this episode I’m joined by Lyne Tchapmi, PhD s…
Predicting Cardiovascular Risk Factors from Eye Images with Ryan Poplin - TWiML Talk #122
Mar 26, 2018 • 43 min
In this episode, I’m joined by Google Research Sc…
Reproducibility and the Philosophy of Data with Clare Gollnick - TWiML Talk #121
Mar 22, 2018 • 39 min
In this episode, i’m joined by Clare Gollnick, CT…
Surveying the Connected Car Landscape with GK Senthil - TWiML Talk #120
Mar 19, 2018 • 30 min
In this episode, I’m joined by GK Senthil, direct…
Adversarial Attacks Against Reinforcement Learning Agents with Ian Goodfellow & Sandy Huang
Mar 15, 2018 • 50 min
In this episode, I’m joined by Ian Goodfellow, St…
Towards Abstract Robotic Understanding with Raja Chatila - TWiML Talk #118
Mar 12, 2018 • 49 min
In this episode, we’re joined by Raja Chatila, di…
Discovering Exoplanets w/ Deep Learning with Chris Shallue - TWiML Talk #117
Mar 8, 2018 • 46 min
Earlier this week, I had a chance to speak with C…
Learning Active Learning with Ksenia Konyushkova - TWiML Talk #116
Mar 5, 2018 • 33 min
In this episode, I speak with Ksenia Konyushkova,…
Machine Learning Platforms at Uber with Mike Del Balso - TWiML Talk #115
Mar 1, 2018 • 50 min
In this episode, I speak with Mike Del Balso, Pro…
Inverse Programming for Deeper AI with Zenna Tavares - TWiML Talk #114
Feb 26, 2018 • 29 min
For today’s show, the final episode of our Black …
Statistical Relational Artificial Intelligence with Sriraam Natarajan - TWiML Talk #113
Feb 22, 2018 • 48 min
In this episode, I speak with Sriraam Natarajan, …
Classical Machine Learning for Infant Medical Diagnosis with Charles Onu - TWiML Talk #112
Feb 20, 2018 • 48 min
In this episode, part 4 in our Black in AI series…
Learning “Common Sense” and Physical Concepts with Roland Memisevic - TWiML Talk #111
Feb 15, 2018 • 33 min
In today’s episode, I’m joined by Roland Memisevi…
Trust in Human-Robot/AI Interactions with Ayanna Howard - TWiML Talk #110
Feb 12, 2018 • 47 min
In this episode, the third in our Black in AI ser…
Data Science for Poaching Prevention and Disease Treatment with Nyalleng Moorosi - TWiML Talk #109
Feb 8, 2018 • 54 min
For today’s show, I’m joined by Nyalleng Moorosi,…
Security and Safety in AI: Adversarial Examples, Bias and Trust w/ Moustapha Cissé - TWiML Talk #108
Feb 5, 2018 • 50 min
In this episode I’m joined by Moustapha Cissé, Re…
Peering into the Home w/ Aerial.ai’s Wifi Motion Analytics - TWiML Talk #107
Feb 2, 2018 • 44 min
In this episode I’m joined by Michel Allegue and …
Physiology-Based Models for Fitness and Training w/ Firstbeat with Ilkka Korhonen - TWiML Talk #106
Feb 2, 2018 • 38 min
In this episode i’m joined by Ilkka Korhonen, Vic…
Machine Learning for Signal Processing Applications w/ Stuart Feffer & Brady Tsai - TWiML Talk #105
Feb 1, 2018 • 39 min
In this episode, I’m joined by Stuart Feffer, co-…
Personalizing the Ferrari Challenge Experience w/ Intel AI - TWiML Talk #104
Jan 31, 2018 • 40 min
In this episode, I’m joined by Andy Keller and Em…
Deep Learning for 3D Sensors and Cameras in Lighthouse with Alex Teichman - TWiML Talk #103
Jan 30, 2018 • 45 min
In this episode, I sit down with Alex Teichman, C…
Computer Vision for Cozmo, the Cutest Toy Robot Everrrrr! with Andrew Stein - TWiML Talk #102
Jan 29, 2018 • 47 min
In this episode, I’m joined by Andrew Stein, comp…
Expectation Maximization, Gaussian Mixtures & Belief Propagation, OH MY! w/ Inmar Givoni - Talk #101
Jan 26, 2018 • 48 min
In this episode i’m joined by Inmar Givoni, Auton…
A Linear-Time Kernel Goodness-of-Fit Test - NIPS Best Paper ‘17 - TWiML Talk #100
Jan 24, 2018 • 23 min
In this episode, I speak with Arthur Gretton, Wit…
Solving Imperfect-Information Games with Tuomas Sandholm - NIPS ’17 Best Paper - TWiML Talk #99
Jan 22, 2018 • 29 min
In this episode I speak with Tuomas Sandholm, Car…
Separating Vocals in Recorded Music at Spotify with Eric Humphrey - TWiML Talk #98
Jan 19, 2018 • 28 min
In today’s show, I sit down with Eric Humphrey, R…
Accelerating Deep Learning with Mixed Precision Arithmetic with Greg Diamos - TWiML Talk #97
Jan 17, 2018 • 40 min
In this show I speak with Greg Diamos, senior com…
Composing Graphical Models With Neural Networks with David Duvenaud - TWiML Talk #96
Jan 15, 2018 • 37 min
In this episode, we hear from David Duvenaud, ass…
Embedded Deep Learning at Deep Vision with Siddha Ganju - TWiML Talk #95
Jan 12, 2018 • 35 min
In this episode we hear from Siddha Ganju, data s…
Neuroevolution: Evolving Novel Neural Network Architectures with Kenneth Stanley - TWiML Talk #94
Jan 10, 2018 • 47 min
Today, I’m joined by Kenneth Stanley, Professor i…
A Quantum Computing Primer and Implications for AI with Davide Venturelli - TWiML Talk #93
Jan 8, 2018 • 35 min
Today, I’m joined by Davide Venturelli, science o…
Learning State Representations with Yael Niv - TWiML Talk #92
Dec 22, 2017 • 48 min
This week on the podcast we’re featuring a series…
Philosophy of Intelligence with Matthew Crosby - TWiML Talk #91
Dec 21, 2017 • 31 min
This week on the podcast we’re featuring a series…
Geometric Deep Learning with Joan Bruna & Michael Bronstein - TWiML Talk #90
Dec 20, 2017 • 41 min
This week on the podcast we’re featuring a series…
AI at the NASA Frontier Development Lab with Sara Jennings, Timothy Seabrook and Andres Rodriguez
Dec 19, 2017 • 38 min
This week on the podcast we’re featuring a series…
Using Deep Learning and Google Street View to Estimate Demographics with Timnit Gebru
Dec 18, 2017 • 32 min
This week on the podcast we’re featuring a series…
Integrative Learning for Robotic Systems with Aaron Ames - TWiML Talk #87
Dec 15, 2017 • 49 min
This week on the podcast we’re featuring a series…
Visual Recognition in the Cloud for Law Enforcement with Chris Adzima - TWiML Talk #86
Dec 14, 2017 • 37 min
This week on the podcast we’re featuring a series…
Embodied Visual Learning with Kristen Grauman - TWiML Talk #85
Dec 13, 2017 • 41 min
This week on the podcast we’re featuring a series…
Real-Time Machine Learning in the Database with Nikita Shamgunov - TWiML Talk #84
Dec 12, 2017 • 42 min
This week on the podcast we’re featuring a series…
re:Invent Roundup Roundtable - TWiML Talk # 83
Dec 11, 2017 • 68 min
This week on the podcast we’re featuring a series…
Driving Customer Loyalty with Predictive and Conversational AI with Sherif Mityas - TWiML Talk #82
Dec 8, 2017 • 37 min
This week on the podcast we’re running a series o…
Innovation Factories for AI in FInancial Services with Thierry Derungs - TWiML Talk #81
Dec 7, 2017 • 40 min
This week on the podcast we’re running a series o…
Block-Sparse Kernels for Deep Neural Networks with Durk Kingma - TWiML Talk #80
Dec 7, 2017 • 45 min
The show is part of a series that I’m really exci…
AI for Customer Service and Marketing at Aeromexico with Brian Gross - TWiML Talk #79
Dec 6, 2017 • 30 min
This week on the podcast we’re running a series o…
Scaling AI for the Enterprise with Mazin Gilbert - TWiML Talk #78
Dec 5, 2017 • 51 min
This week on the podcast we’re running a series o…
Scalable Distributed Deep Learning with Hillery Hunter - TWiML Talk #77
Dec 4, 2017 • 41 min
This week on the podcast we’re running a series o…
Robotics at OpenAI with Jonas Schneider - TWiML Talk #76
Dec 1, 2017 • 47 min
The show is part of a series that I’m really exci…
AI Robustness and Safety with Dario Amodei - TWiML Talk #75
Nov 30, 2017 • 39 min
The show is part of a series that I’m really exci…
Towards Artificial General Intelligence with Greg Brockman - TWiML Talk #74
Nov 28, 2017 • 58 min
The show is part of a series that I’m really exci…
Explaining Black Box Predictions with Sam Ritchie - TWiML Talk #73
Nov 25, 2017 • 40 min
This week, we’ll be featuring a series of shows r…
Experimental Creative Writing with the Vectorized Word - Allison Parish - TWIML Talk #72
Nov 24, 2017 • 29 min
This week, we’ll be featuring a series of shows r…
The Biological Path Towards Strong AI - Matthew Taylor - TWiML Talk #71
Nov 22, 2017 • 40 min
This week, we’ll be featuring a series of shows r…
Pytorch: Fast Differentiable Dynamic Graphs in Python with Soumith Chintala - TWiML Talk #70
Nov 21, 2017 • 44 min
This week, we’ll be featuring a series of shows r…
Accessible Machine Learning for the Enterprise Developer with Ryan Sevey & Jason Montgomery
Nov 20, 2017 • 47 min
This week, we’ll be featuring a series of shows r…
Bridging the Gap Between Academic and Industry Careers with Ross Fadely - TWiML Talk #68
Nov 16, 2017 • 21 min
We close out our NYU Future Labs AI Summit interv…
The Limitations of Human-in-the-Loop AI with Dennis Mortensen - TWiML Talk #67
Nov 13, 2017 • 37 min
We continue our NYU Future Labs AI Summit intervi…
Nexus Lab Cohort 2 - Second Mind - TWiML Talk #66
Nov 9, 2017 • 23 min
The podcast you’re about to hear is the fourth of…
Nexus Lab Cohort 2 - Bite.ai - TWiML Talk #65
Nov 8, 2017 • 28 min
The podcast you’re about to hear is the second of…
Nexus Lab Cohort 2 - Bowtie - TWiML Talk #64
Nov 7, 2017 • 27 min
The podcast you’re about to hear is the second of…
AI Nexus Lab Cohort 2 - Mt. Cleverest - TWiML Talk #63
Nov 6, 2017 • 33 min
The podcast you’re about to hear is the first of …
Learning to Learn, and other Opportunities in Machine Learning with Graham Taylor - TWiML Talk #62
Nov 3, 2017 • 38 min
The podcast you’re about to hear is the third of …
Building Conversational Application for Financial Services with Kenneth Conroy - TWiML Talk #61
Nov 1, 2017 • 38 min
The podcast you’re about to hear is the second of…
Fighting Fraud with Machine Learning at Shopify with Solmaz Shahalizadeh - TWiML Talk #60
Oct 30, 2017 • 37 min
The podcast you’re about to hear is the first of …
Modeling Human Drivers for Autonomous Vehicles with Katie Driggs-Campbell - TWiML Talk #59
Oct 27, 2017 • 34 min
We are back with our third show this week, episod…
Perception Models for Self-Driving Cars with Jianxiong Xiao - TWiML Talk #58
Oct 25, 2017 • 43 min
We are back with our second show this week, episo…
Training Data for Autonomous Vehicles - Daryn Nakhuda - TWiML Talk #57
Oct 23, 2017 • 49 min
The episode you are about to hear is the first of…
Human Factors in Machine Intelligence with James Guszcza - TWiML Talk #56
Oct 16, 2017 • 46 min
As you all know, a few weeks ago, I spent some ti…
Intel Nervana Devcloud with Naveen Rao & Scott Apeland - TWiML Talk #51
Oct 5, 2017 • 38 min
In this episode, I talk to Naveen Rao, VP and GM …
AI-Powered Conversational Interfaces with Paul Tepper - TWiML Talk #52
Oct 5, 2017 • 37 min
The show you’re about to hear is part of a series…
ML Use Cases at Think Big Analytics with Mo Patel and Laura Frølich - TWiML Talk #54
Oct 5, 2017 • 46 min
The show you’re about to hear is part of a series…
Ray: A Distributed Computing Platform for Reinforcement Learning with Ion Stoica - TWiML Talk #55
Oct 4, 2017 • 28 min
The show you’re about to hear is part of a series…
Topological Data Analysis with Gunnar Carlsson - TWiML Talk #53
Oct 2, 2017 • 34 min
The show you’re about to hear is part of a series…
Bayesian Optimization for Hyperparameter Tuning with Scott Clark - TWiML Talk #50
Oct 2, 2017 • 49 min
As you all know, a few weeks ago, I spent some ti…
Symbolic and Sub-Symbolic Natural Language Processing with Jonathan Mugan - TWiML Talk #49
Sep 25, 2017 • 45 min
Like last week’s interview with Bruno Goncalves, …
Word2Vec & Friends with Bruno Gonçalves - TWiML Talk #48
Sep 18, 2017 • 33 min
This week i’m bringing you an interview from Brun…
Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - TWiML Talk #47
Sep 11, 2017 • 60 min
My guest this week is Risto Miikkulainen, profess…
Agile Machine Learning with Jennifer Prendki - TWiML Talk #46
Sep 5, 2017 • 50 min
My guest this week is Jennifer Prendki. That name…
LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - TWiML Talk #44
Aug 28, 2017 • 66 min
This week we have a very special interview to sha…
Machine Teaching for Better Machine Learning with Mark Hammond - TWiML Talk #43
Aug 21, 2017 • 68 min
Today’s show, which concludes the first season of…
Marrying Physics-Based and Data-Driven ML Models with Josh Bloom - TWiML Talk #42
Aug 14, 2017 • 55 min
Recently I had a chance to catch up with a friend…
Data Pipelines at Zymergen with Airflow with Erin Shellman - TWiML Talk #41
Aug 4, 2017 • 36 min
The show you’re listening to features my intervie…
Cognitive Biases in Data Science with Drew Conway - TWiML Talk #39
Aug 4, 2017 • 36 min
This show features my interview with Drew Conway,…
Web Scale Engineering for Machine Learning with Sharath Rao - TWiML Talk #40
Aug 3, 2017 • 32 min
The show you’re about to listen to features my in…
Deep Learning for Warehouse Operations with Calvin Seward - TWiML Talk #38
Jul 31, 2017 • 48 min
This week, I’m happy to bring you my interview wi…
Deep Robotic Learning with Sergey Levine - TWiML Talk #37
Jul 24, 2017 • 49 min
This week we continue our Industrial AI series wi…
Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36
Jul 17, 2017 • 56 min
After a brief hiatus, the Industrial AI Series is…
Enhancing Customer Experiences With Emotional AI with Rana El Kaliouby - TWiML Talk #35
Jul 4, 2017 • 33 min
My guest for this show is Rana el Kaliouby. Rana …
Intel Nervana Update + Productizing AI Research with Naveen Rao And Hanlin Tang - TWiML Talk #31
Jul 4, 2017 • 42 min
I talked about Intel’s acquisition of Nervana Sys…
Video Object Detection At Scale with Reza Zadeh - TWiML Talk #34
Jul 4, 2017 • 52 min
My guest for the fourth show in the O’Reilly AI S…
The Power Of Probabilistic Programming with Ben Vigoda - TWiML Talk #33
Jul 4, 2017 • 42 min
My guest for this third episode in the O’Reilly A…
Expressive AI - Generated Music With Google’s Performance RNN - Doug Eck - TWiML Talk #32
Jul 4, 2017 • 46 min
My guest for this second show in our O’Reilly AI …
Natural Language Understanding for Amazon Alexa with Zornitsa Kozareva - TWiML Talk #30
Jun 29, 2017 • 56 min
Our guest this week is Zornitsa Kozareva, Manager…
Robotic Perception and Control with Chelsea Finn - TWiML Talk #29
Jun 23, 2017 • 56 min
This week we continue our series on industrial ap…
Reinforcement Learning Deep Dive with Pieter Abbeel - TWiML Talk #28
Jun 16, 2017 • 54 min
This week our guest is Pieter Abbeel, Assistant P…
Intelligent Autonomous Robots with Ilia Baranov - TWiML Talk #27
Jun 9, 2017 • 55 min
Our first guest in the Industrial AI series is Il…
Global AI Trends with Ben Lorica - TWiML Talk #26
Jun 2, 2017 • 57 min
This week I’ve invited my friend Ben Lorica onto …
Offensive vs Defensive Data Science with Deep Varma - TWiML Talk #25
May 26, 2017 • 56 min
This week on the show my guest is Deep Varma, Vic…
Reinforcement Learning: The Next Frontier of Gaming with Danny Lange - TWiML Talk #24
May 19, 2017 • 57 min
My guest on the show this week is Danny Lange, VP…
Integrating Psycholinguistics into AI with Dominique Simmons - TWiML Talk #23
May 12, 2017 • 62 min
I think you’re really going to enjoy today’s show…
Deep Neural Nets for Visual Recognition with Matt Zeiler - TWiML Talk #22
May 5, 2017 • 24 min
Today we bring you our final interview from backs…
Engineering the Future of AI with Ruchir Puri - TWiML Talk #21
Apr 28, 2017 • 25 min
Today we bring you the second of three interviews…
Selling AI to the Enterprise with Kathryn Hume - TWiML Talk #20
Apr 21, 2017 • 24 min
This week’s guest is Kathryn Hume. Kathryn is the…
From Particle Physics to Audio AI with Scott Stephenson - TWiML Talk #19
Apr 14, 2017 • 59 min
This week my guest is Scott Stephenson. Scott is …
(5/5) AlphaVertex - Creating a Worldwide Financial Knowledge Graph - TWiML Talk #18
Apr 7, 2017 • 26 min
This week I’m on location at NYU/ffVC AI NexusLab…
(4/5) Behold.ai - Increasing Efficiency of Healthcare Insurance Billing with NLP - TWiML Talk #18
Apr 7, 2017 • 16 min
This week I’m on location at NYU/ffVC AI NexusLab…
(3/5) Cambrian Intelligence - Using AI to Simplify the Programming of Robots - TWiML Talk #18
Apr 7, 2017 • 23 min
This week I’m on location at NYU/ffVC AI NexusLab…
(2/5) Klustera - Location-Based Intelligence for Smarter Marketing - TWiML Talk #18
Apr 7, 2017 • 22 min
This week I’m on location at NYU/ffVC AI NexusLab…
(1/5) HelloVera - AI-Powered Customer Support - TWiML Talk #18
Apr 7, 2017 • 25 min
This week I’m on location at NYU/ffVC AI NexusLab…
Interactive Machine Learning Systems with Alekh Agarwal - TWiML Talk #17
Mar 31, 2017 • 35 min
This week my guest is Alekh Agarwal. Alekh is a r…
Machine Learning in Cybersecurity with Evan Wright - TWiML Talk #16
Mar 24, 2017 • 65 min
This week my guest is Evan Wright, principal data…
Domain Knowledge in Machine Learning Models for Sustainability with Stefano Ermon - TWiML Talk #15
Mar 17, 2017 • 55 min
My guest this week is Stefano Ermon, Assistant Pr…
Scaling Deep Learning: Systems Challenges & More with Shubho Sengupta — TWiML Talk #14
Mar 10, 2017 • 73 min
This week my guest is Shubho Sengupta, Research S…
Understanding Deep Neural Nets with Dr. James McCaffrey - TWiML Talk #13
Mar 3, 2017 • 78 min
My guest this week is Dr. James McCaffrey, resear…
Brendan Frey - Reprogramming the Human Genome with AI - TWiML Talk #12
Feb 24, 2017 • 63 min
My guest this week is Brendan Frey, Professor of …
Hilary Mason - Building AI Products - TWiML Talk #11
Jan 25, 2017 • 19 min
My guest this time is Hilary Mason. Hilary was on…
Francisco Webber - Statistics vs Semantics for Natural Language Processing - TWiML Talk #10
Dec 3, 2016 • 49 min
My guest this time is Francisco Webber, founder a…
Pascale Fung - Emotional AI: Teaching Computers Empathy - TWiML Talk #9
Nov 7, 2016 • 34 min
My guest this time is Pascale Fung, professor of …
Diogo Almeida - Deep Learning: Modular in Theory, Inflexible in Practice - TWiML Talk #8
Oct 23, 2016 • 46 min
My guest this time is Diogo Almeida, senior data …
Carlos Guestrin - Explaining the Predictions of Machine Learning Models - TWiML Talk #7
Oct 9, 2016 • 32 min
My guest this time is Carlos Guestrin, the Amazon…
Angie Hugeback - Generating Training Data for Your ML Models - TWiML Talk #6
Sep 29, 2016 • 62 min
My guest this time is Angie Hugeback, who is prin…
Joshua Bloom - Machine Learning for the Stars & Productizing AI - TWiML Talk #5
Sep 22, 2016 • 90 min
My guest this time is Joshua Bloom. Josh is profe…
Charles Isbell - Interactive AI, Plus Improving ML Education - TWiML Talk #4
Sep 9, 2016 • 68 min
My guest this time is Charles Isbell, Jr., Profes…
Xavier Amatriain - Engineering Practical Machine Learning Systems - TWiML Talk #3
Aug 28, 2016 • 57 min
My guest this time is Xavier Amatriain. Xavier is…
Siraj Raval - How to Build Confidence as an ML Developer - TWiML Talk #2
Aug 21, 2016 • 41 min
Siraj Raval is a machine learning hacker and teac…
This Week in ML & AI – 8/12/16: Another huge machine learning acquisition + AI in the Olympics
Aug 15, 2016 • 23 min
This Week in Machine Learning & AI brings you the…
This Week in ML & AI – 8/5/16: Apple Acquires Turi, the DARPA Hacker-Bot Challenge and More
Aug 6, 2016 • 24 min
This Week in Machine Learning & AI brings you the…
Clare Corthell - Open Source Data Science Masters, Hybrid AI, Algorithmic Ethics - TWiML Talk #1
Jul 30, 2016 • 49 min
This Week in Machine Learning & AI brings you the…
This Week in ML & AI - 7/22/16: ML to Optimize Datacenters, Crazy New GPU from NVIDIA, Faster RNNs
Jul 23, 2016 • 25 min
This Week in Machine Learning & AI brings you the…
This Week in ML & AI - 7/15/16: A Wingman AI for Pokémon Go and Wide & Deep Learning at Google
Jul 17, 2016 • 30 min
This Week in Machine Learning & AI brings you the…
This Week in ML & AI - 7/8/16: A BS Meter for AI, Retrieval Models for Chatbots & Predatory Robots
Jul 10, 2016 • 29 min
This Week in Machine Learning & AI brings you the…
This Week in ML & AI - 7/1/16: Fatal Tesla Autopilot Crash, EU Outlawing Machine Learning & CVPR
Jul 2, 2016 • 35 min
This Week in Machine Learning & AI brings you the…
This Week in ML & AI - 6/24/16: Dueling Neural Networks at ICML, Plus Training a Robotic Housekeeper
Jun 25, 2016 • 25 min
This Week in Machine Learning & AI brings you the…
This Week in Machine Learning & AI - 6/17/16: Apple’s New ML APIs, IBM Brings Deep Learning Thunder
Jun 17, 2016 • 24 min
This Week in Machine Learning & AI brings you the…
This Week In Machine Learning & AI - 6/10/16: Self-Motivated AI, Plus A Kill-Switch for Rogue Bots
Jun 11, 2016 • 24 min
This Week in Machine Learning & AI brings you the…
This Week In Machine Learning & AI - 6/3/16: Facebook’s DeepText, ML & Art, Artificial Assistants
Jun 3, 2016 • 24 min
This Week in Machine Learning & AI brings you the…
This Week In Machine Learning & AI - 5/27/16: The White House on AI & Aggressive Self-Driving Cars
May 27, 2016 • 25 min
This Week in Machine Learning & AI brings you the…
This Week In Machine Learning & AI - 5/20/16: AI at Google I/O, Amazon’s Deep Learning DSSTNE
May 20, 2016 • 19 min
This Week In Machine Learning & AI - May 20, 2016…