AI/ML

A complete from-scratch rewrite of fast.ai's most popular course, that's been 2 years in the making.

A free course designed for people with some coding experience, who want to learn how to apply deep learning and machine learning to practical problems.

Convert jargon to plain english

🖼 Training StyleGAN2 on TPUs in JAX

OpenAI is expanding access to DALL-E 2, its image-generating AI system, with the goal of onboarding around 1 million people from the waitlist within weeks.

But the company has had to rush out a bunch of fixes to the image-making model’s worst flaws to do so.

One of my favourite uses for the GPT-3 AI language model is generating explanations of how code works. It’s shockingly effective at this: its training set clearly include a vast …

Let’s call it “The Church of Virtual AWakening” I have not edited any of it. You can tell by the punctuation errors. The only input I gave…

An author tries collaborative writing with GPT-3. Here's what happened.

Not DALL·E 2, not PaLM, not AlphaZero, not even GPT-3.

OpenAI’s DALL-E 2 is incredible at turning text into images. It also highlights the problem of AI bias — and the need to change incentives in the industry.

Image prompts that were turned into pictures using OpenAI's DALL-E 2

Experiments I conducted with DALL·E 2 from @OpenAI replicating styles of well known portrait photographers using photo-realistic AI. 🧵1. Dorothea Lange pic.twitter.com/845AzE51xu— Michael Green (@triplux) June 30, 2022

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

WandB is a central dashboard to keep track of your hyperparameters, system metrics, and predictions so you can compare models live, and share your findings.

Optimizing metrics is a central aspect of most current artificial intelligence (AI) approaches, yet overemphasizing metrics leads to manipulation, short-termism, and other negative consequences. This poses a fundamental challenge within AI. We review how metrics can go wrong in practice, and we put forward an evidence-based framework toward mitigating these harms.

Teradata Vantage is the connected multi-cloud data platform for enterprise analytics that delivers actionable answers and predictive intelligence. Learn more.

Training a collaborative filtering based recommendation system on a toy dataset is a sophomore year project in colleges these days. But where the rubber meets the road is building such a system at scale, deploying in production, and serving live requests within a few hundred milliseconds while the user is waiting for the page to load. To build a system like this, engineers have to make decisions spanning multiple moving layers like:

:fire: A series of code examples for all sorts of machine learning tasks and applications. - GitHub - dair-ai/ML-Notebooks: A series of code examples for all sorts of machine learning tasks and app...

Benjamin Alarie (Toronto; Google Scholar) & Arthur J. Cockfield (Queen's; Google Scholar), Will Machines Replace Us? Machine-Authored Texts and the Future of Scholarship, 3 L., Tech & Humans 5 (2021): We present here the first machine-generated law review article. Our self-interest motivates us to believe that knowledge workers who write...

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It's put up or shut up time for Data Science teams. When the business depends on our work for revenue growth, success is expected. Failure is fatal.