Why Trust and Safety in Enterprise AI Is (Relatively) Easy | by Cassie Kozyrkov | May, 2023

Cassie Kozyrkov

Why traditional AI has the reliability advantage over generative AI In Part 1 of this series, I said something that I’d thought I’d never say: when we’re dealing with typical enterprise-scale AI systems, trust and safety is easy. What?! Blasphemy! Hear me out. Yes, okay, it’s actually pretty hard. But the difficulty pales in comparison … Read more

The Data-centric AI Concepts in Segment Anything | by Henry Lai | May, 2023

Henry Lai

Unpacking the data-centric AI concepts used in Segment Anything, the first foundation model for image segmentation Segment Anything dataset construction. Image from the paper https://arxiv.org/pdf/2304.02643.pdf Artificial Intelligence (AI) has made remarkable progress, especially in developing foundation models, which are trained with a large quantity of data and can be adapted to a wide range of … Read more

3D Deep Learning Python Tutorial for Segmentation

3D Deep Learning Python Tutorial for Segmentation

We notice that out of our 32,080,350 points, 23,131,067 belong to the ground (72%), 7,440,825 to the vegetation (23%), 1,146,575 to buildings (4%), 191,039 to water (less than 1%), and the remaining 170,844 are not labeled (class 0). This will be very interesting because we are in this specific imbalance case with predominant classes. Now … Read more

What’s wrong with using bar charts

Zvonimir Boban

…and possible ways to fix it Image generated by Canva text to image tool Don’t get me wrong, bar charts can be a great tool for data visualization, especially when used for displaying counts or proportions. However, using them in the wrong way can lead to unintentional (or even worse, intentional) data misinterpretation. The particular … Read more

Unleashing the Power of MLflow. A whirlwind tour of Machine Learning… | by Merlin Schäfer | May, 2023

Merlin Schäfer

A whirlwind tour of Machine Learning Lifecycle Management Photo by Stephen Dawson on Unsplash Have you ever found yourself training models, tuning hyperparameters, and selecting features for hours only to realize you’ve already had a good set of parameters but forgot to track them or save the model? I know I have, maybe more often … Read more

Do Not Use ChatGPT Only to “Summarize Text” | by Soner Yıldırım | May, 2023

Do Not Use ChatGPT Only to “Summarize Text” | by Soner Yıldırım | May, 2023

Specific points from multiple reviews We are doing an analysis on device setup and want to learn if users have issues setting up the device. We can extract parts related to device setup from multiple reviews as follows: prompt = f”””Your task is to summarize multiple product reviews.Include only the parts related to device setup.The … Read more