
Nabil Beitinjaneh
4.8K posts

Nabil Beitinjaneh
@nabilbeit
At the intersection of technology, science, society & the environment. Data Science, Analytics, ML, AI, Ethics & Education. Origami and Letter Folds + français









It's time to remove laptops from classrooms. 24 experiments: Students learn more and get better grades after taking notes by hand than typing. It's not just because they're less distracted—writing enables deeper processing and more images. The pen is mightier than the keyboard.


These four books revolutionized my view of statistics, and it wasn’t the specific content per se, it was the way they elevated information visualization from a necessary evil to a fine art.

AI efficiency is important. Today, Google is sharing a technical paper detailing our comprehensive methodology for measuring the environmental impact of Gemini inference. We estimate that the median Gemini Apps text prompt uses 0.24 watt-hours of energy (equivalent to watching an average TV for ~nine seconds), and consumes 0.26 milliliters of water (about five drops) — figures that are substantially lower than many public estimates. At the same time, our AI systems are becoming more efficient through research innovations and software and hardware efficiency improvements. From May 2024 to May 2025, the energy footprint of the median Gemini Apps text prompt dropped by 33x, and the total carbon footprint dropped by 44x, through a combination of model efficiency improvements, machine utilization improvements and additional clean energy procurement, all while delivering higher quality responses. See the blog or technical paper for more about our methodology and ongoing efforts. Blog: cloud.google.com/blog/products/… Link to detailed paper: services.google.com/fh/files/misc/…






















