- 68 Bits of Unsolicited Advice by Kevin Kelly. Kelly has always been a source of valuable information for me. On his 68th birthday he shares 68 bits of wisdom he acquired over the years.
- Common Sense Comes Closer to Computers by John Pavlus for Quanta Magazine. Common sense – and all the implicit information it contains – has been called the “dark matter of AI”. While we get better and better model results, “understanding” itself is still elusive.
- AI and Efficiency at Open AI. Today it takes 44 times less compute to train a neural network to the level of AlexNet as it did back in 2012. Algorithmic efficiency, improvements in hardware and systems architecture as well as cloud resources drive this exponential growth.
- 40 Maps that Explain the Internet by Timothy B. Lee for Vox. Maps that show us the history of the internet as we know it today.
- Harvesting Ambient RF for Presence Detection Through Deep Learning by Liu et al.(2020). The authors used a WIFI router to detect people in a room. Their system outperformed conventional motion detectors based on infrared beams.
- The Burn Multiple by David Sacks. The tradeoff between burn rate and growth is a difficult one to navigate. Sacks provides a framework for capital efficiency.
- The Best Virtual Worlds for Hanging Out by Raemon at LessWrong. Raemon’s comparison of virtual settings made me try out Online Town with my friends.
- A Product Manager’s Guide to Machine Learning: Core Ideas by Vijay Patha for Towards Data Science. A product manager doesn’t need to understand the details of a model, but needs to understand whether an algorithm solves the job to be done.
- Finding Plastic Patches in Coastal Waters using Optical Satellite Data by Bierman et al. (2020). Researchers trained a naive Bayes model to detect the distinctive reflections of plastic, in order to discover its presence in the oceans.
- A Survey of Deep Learning for Scientific Discovery by Raghu et al. (2020). A diligent survey of deep learning models, methods as well as links to libraries and resources.
May Reading List
May 10, 2020