Machine Learning Times
EXCLUSIVE HIGHLIGHTS
AGI Is Infeasible. Instead, Pursue Superhuman Adaptable Intelligence
  Originally published in Forbes On a recent episode of the...
Artifact-Driven Development: Making It Possible to Query Large Analytics and AI Projects
 A practical introduction to making complex project structure explicit...
Incoherent AGI Hype Spurs An Industrywide Pivot To Hybrid AI
  Originally published in Forbes Recently on The Dr. Data Show,...
The AI Paradox: More Humanlike Means Less Autonomous
  Originally published in Forbes The AI executives are at...

Industry News

DALL·E 2, Explained: The Promise and Limitations of a Revolutionary AI

 Originally published in Towards Data Science, June 16, 2022. DALL·E 2 is the newest AI model by OpenAI. If you’ve seen some of its creations and think they’re amazing, keep reading to understand why you’re totally right — but also wrong. OpenAI published a blog post and a paper entitled “Hierarchical Text-Conditional Image Generation with CLIP Latents”

Artificial General Intelligence Is Not as Imminent as You Might Think

 Originally published in Scientific American, June 6, 2022.   A close look reveals that the newest systems, including DeepMind’s much-hyped Gato, are still stymied by the same old problems.   To the average person, it must seem as if...

How Wayfair and Spotify Use Machine Learning to Engage Customers

 Originally published in MIT Management, May 26, 2022. Armed with scores of data, Spotify and Wayfair use machine learning algorithms to make customers happy. Here’s how. Whether you’re combing the online aisles at Wayfair to find a...

DALL-E 2 Creates Incredible Images—and Biased Ones You Don’t See

 Originally published in Wired.com, May 5, 2022. OpenAI’s new system is adept at turning text into images. But researchers say it also reinforces stereotypes against women and people of color. MARCELO RINESI REMEMBERS what it was like to watch Jurassic...

The Hype Around DeepMind’s New AI Model Misses What’s Actually Cool About It

 Originally published in MIT Technology Review, May 23, 2022. Some worry that the chatter about these tools is doing the whole field a disservice. Earlier this month, DeepMind presented a new “generalist” AI model called Gato. The model...

Artificial Intelligence Is Breaking Patent Law

 Originally published in Nature, May 24, 2022. The patent system assumes that inventors are human. Inventions devised by machines require their own intellectual property law and an international treaty. In 2020, a machine-learning algorithm helped researchers to...

The Death of the Stars: A Brief Primer on Online User Ratings

 Originally published by Xavier Amatrian, May 29, 2022. A few weeks back, Netflix announced that they were adding a two thumbs up option to give feedback on their content. At the same time I was being asked on Twitter...

Best Practices for Deploying Language Models

 Originally published in cohere.com, June 2, 2022.  Cohere, OpenAI, and AI21 Labs have developed a preliminary set of best practices applicable to any organization developing or deploying large language models. Computers that can read and write are...

Magic Numbers

 Originally published in Real Life Mag, May 12, 2022. Treating “the algorithm” as a kind of divine power misunderstands where algorithmic power comes from. When TikTok first began to amass media attention, a narrative about its “eerily...

Baidu and Pony.ai Become First Robotaxi Services to Operate without Safety Drivers in Beijing

 Originally published in The Verge, April 30, 2022. Baidu and Pony.ai have been given permission to operate their autonomous vehicles without safety drivers in Beijing, a first for robotaxi services in China (via CNBC). Although both companies now no longer need...

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