Machine Learning Times
EXCLUSIVE HIGHLIGHTS
How To Overcome The Confidence-Killer That Destroys Most Predictive AI Projects
  Originally published in Forbes When Henry Castellanos first presented...
You Must Address These 4 Concerns To Deploy Predictive AI
 Originally published in Forbes Most predictive AI projects fail to launch into production. The...
Hybrid AI: Industry Event Signals Emerging Hot Trend
 Originally published in Forbes After decades chairing and keynoting myriad...
Predictive AI Thrives, Despite GenAI Stealing The Spotlight
 Originally published in Forbes Generative AI and predictive AI ought...

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What’s In Store for the Future of the Modern Data Stack?

 Originally published in Monte Carlo Data, Dec 16, 2021. Bob Muglia, former CEO of Snowflake, discusses what’s next for the tooling and technologies powering data analytics and engineering. A few weeks ago, I had the opportunity to chat with Bob Muglia, former CEO of Snowflake and one of the pioneers of the modern data stack, to

AI Could Spot Wildfires Faster Than Humans

 Originally published in Scientific American, June 17, 2021. A prediction system undergoes testing as the U.S. West braces for another potentially devastating wildfire season. During his eight years as community alert and warning manager in Sonoma County,...

Improving Vision Transformer Efficiency and Accuracy by Learning to Tokenize

 Originally published in Google AI Blog, Dec 7, 2021. Transformer models consistently obtain state-of-the-art results in computer vision tasks, including object detection and video classification. In contrast to standard convolutional approaches that process images pixel-by-pixel, the Vision Transformers (ViT) treat an image as a sequence...

Task-Oriented Conversational AI in Airbnb Customer Support

 How Airbnb is powering automated support to enhance the host and guest experience. Customer Support (CS) can make or break a guest’s travel experience. To support Airbnb’s community of guests and Hosts, we have been investing heavily...

Predicting Gene Expression With AI

 Originally published in DeepMind, Oct 4, 2021. Based on Transformers, our new Enformer architecture advances genetic research by improving the ability to predict how DNA sequence influences gene expression. When the Human Genome Project succeeded in mapping the DNA...

The Missing Analytics Executive

 Originally published in Benn.Substack, Nov 19, 2021. There’s a treadmill at the mountain top. Among the data leaders I know, many of their stories are the same. After rising up the ranks of their organizations, from junior...

Predicting Long-Term User Engagement from Short-Term Behavior

 Originally published in Insight, Nov 17, 2021. User engagement is one of many crucial elements to study and understand deeply for both well-established companies and nascent startups throughout the development of a product. A product’s health can...

EXCLUSIVE: Chinese Province Targets Journalists, Foreign Students with Planned New Surveillance System

 Originally published in Reuters, Nov 29, 2021.   Security officials in one of China’s largest provinces have commissioned a surveillance system they say they want to use to track journalists and international students among other “suspicious people”, documents...

A Behind-the-Scenes Look at How Postman’s Data Team Works

 Originally published in Entrepreneur’s Handbook, Oct 7, 2021 How Postman’s data team set up better onboarding, infrastructure, and processes while growing 4–5x in one year. Postman is no stranger to scale. What started out as a side project...

Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, the World’s Largest and Most Powerful Generative Language Model

 Originally published in Microsoft Research Blog, Oct 11, 2021 We are excited to introduce the DeepSpeed- and Megatron-powered Megatron-Turing Natural Language Generation model (MT-NLG), the largest and the most powerful monolithic transformer language model trained to date,...

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