Vinodh Kumar

The Bias-Variance Trade-Off & "DOUBLE DESCENT" 🧵 Remember the bias-variance trade-off? It says that models perform well for an "intermediate level of flexibility". You've seen the picture of the U-shape test error curve. We try to hit the "sweet spot" of flexibility. 1/🧵

#LaunchAmerica @nasa @SpaceX

Watch this. It shows why we should all do the right thing and stay home to the fullest extent possible. All of us can help slow the spread of the virus, protecting the elderly, the vulnerable, and each other. washingtonpost.com/graphics/2020/…

If you have an hour (at 1.5x speed) here's an excellent talk that summarizes what's known about #COVID and includes a comparison to prior events. (Thanks to @dobelli for the pointer.) youtube.com/watch?v=mYTQI2…

.@emirates your website claims you have preboarding for families with infants. Ek226 staff are denying us to preboard.

It took two months and 59 test batches to create the perfect cookie recipe. The secret ingredient? AI technology. Now that’s one smart 🍪 → goo.gl/ZkwbN5

Watching people return this dropped hat at the parade today was unreasonably thrilling

Hey @AlaskaAir, pls consider carrying coffee lids on your flights? They can save a lot of laps from burns.

Explore machine learning hands-on in your browser with #TeachableMachine. No coding required → goo.gl/5DCwhh

Meanwhile Jaipur Police Is Using Jaspreet Bumrah's No Ball To Give Road Safety Message. Trolling Level Jaipur Police! 🙃😂😛 #IndvsWI #WIvIND

arXiv papers, June 19 - "One Model To Learn Them All," Kaiser et al., Google Brain/Research: arxiv.org/abs/1706.05137 1⃣🤖✍️👀👂

Crooked Andrew Ng is soft on interpretability, supports open data, and wants massive neural networks. A formula for disaster!

This is why there's no elections in Westeros

@honestbharani @Target check the concat(...

.@Target a very visible bug.

Surprisingly pleasant experience at @CA_DMV . Folks who helped us were really nice and kind.

The Unreasonable Popularity of #TensorFlow deliprao.com/archives/168

Welcome #AndroidNougat! Thank you to the millions of @Android fans who helped us name it.

@mailtosiddhu probably one of the best got episodes.

Thank you @GRRM #bolton #GameofThrones