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Keras Tuner is now out of beta! v1 is out on PyPI.

keras-team.github.io/keras-tuner/

Fully-featured, scalable, easy-to-use hyperparameter tuning for Keras & beyond.
It supports RandomSearch, BayesianOptimization, and Hyperband. Can run locally or in a distributed setting. It's possible to have both multi-device single-model training (one machine training one model over 8 GPUs) and distributed search (many models in parallel) at the same time
Now go win some Kaggle competitions with this 😉
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François Chollet
@fchollet
I think it's a better attitude to acknowledge that we don't know much, to be ready to doubt what we think we know, and to keep a curious mindset. In every situation and every conversation there's something to learn
Certitudes and personal conflicts are not conducive to learning and growth
If there's one thing no one knows much about, it's cognition. Imagine everything you'll be able to learn about the mind in the next 20 years if only you stay open to challenging views and don't dismiss out of hand ideas that don't fit your biases
Read 3 tweets
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François Chollet
@fchollet
Most of the things we busy ourselves with don't matter. The passage of time is a filter that can help us see what's truly important.

That's why ancient texts can be so insightful. Beyond the content itself, thousands of years of perspective add an extraordinary depth of meaning.
Today many people, especially in the tech industry, see themselves as being above previous generations because they have access to modern technology.

But technology doesn't change human nature. In every way that matters, we have been the same for a very long time.
There's a lot we can learn from our predecessors. After all, everything about our world is the product of the lives they lived.

Much like there's a lot we can hope to teach future generations, may they listen
Read 3 tweets
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François Chollet
@fchollet
There is no qualitative difference between "interviewing" a language model by using it to generate lots of answers then selecting those you like, & the TV "interviews" of Sophia the Robot.

In both cases we're looking at a puppet, and projecting human intentions & emotions on it.
It's entertainment. It is to AI research what a David Copperfield show in Vegas is to experimental physics.

It's fun, but don't portray it as science.
If you're a research lab, you probably don't want to be known for prestidigitation tricks being passed of as breakthroughs in media written for the scientifically illiterate. Honestly, it's just sad, I can't even understand the logic behind it
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Michael R. Crusoe
@biocrusoe
At the #CommonWL mini-conference today, presenting now is Paul Wighton from @CorticoMetrics

docs.google.com/presentation/d…
@CorticoMetrics Different needs than typical CWL users due to regulatory environment
@CorticoMetrics Using CWL helped them refactor a legacy codebase into well-defined components. "CWL really shined and was a really elegant way to document it"
Read 29 tweets
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Tim Hogan
@TimInHonolulu
In defense of the @SecretService. Here's my post a week after the election. The Trump family was living on 5th Ave. I was a NYC line hotel manager. That location is not nearly secure enough for a POTUSE. I was not a Trump fan. More of a NYC/Secret Service fan. He had to go.
One week later Trump went to Mar-a-Lago. This incident notwithstanding, IMO Mar-a-Lago is much more secure. Imagine all the people coming into Trump Tower & the need to block much of 5th Ave. Mar-a-Lago is a better place. Camp David is the best get-a-way but not Trump's style.
On the recent incident, I read the Secret Service rendition of the unauthorized person entering the perimeter. Hidden within the report for me is evidence that they never took their eyes off of that women. The lack of security observed by @POTUS using unsecured phones
Read 5 tweets
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Solomon Kurz
@SolomonKurz
1/n
 Someone asked me recently what resources I’d recommend for furthering one’s introduction to Bayesian statistics after going through @rlmcelreath's text (xcelab.net/rm/statistical…) and my accompanying project (bookdown.org/connect/#/apps…).

Here are my thoughts:
2/n
 It probably goes without saying, but just in case you missed it, make sure you check out McElreath’s lectures on his text, too youtube.com/channel/UCNJK6…. He has three semester’s worth and they’re overall really great.
3/n
 And plus, I also like his sand-alone lecture on “Bayesian Statistics without Frequentist Language” . It’s more conceptual than applied, but we could all probably do with a little more philosophy of statistics in our lives.
Read 18 tweets
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Sam Westwood
@westwoodsam1
I am embarking on my own #PaperPerDayChallenge where I read at least one paper, well, per day for a whole year. To kick start, nature.com/articles/43573… inspired by @ukrepro Reproducibility Workshop @CumberlandLodge and a talk by @MarcusMunafo
Paper #2: Hard not be cynical about advocates of reproducibile science given most have careers built on the very questionable practices they wish to stamp out, so great to see @russpoldrack tackling this head on and offering great advice along the way 👍 ac.els-cdn.com/S0896627318310…
Paper #3 - false positives from multiple testing in anovas and importance of distinguishing exploratory and confirmatory hypotheses — also I thought anovas corrected for Multiple testing and this paper shows so too do many others, I’m not the only idiot! link.springer.com/content/pdf/10…
Read 159 tweets
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👩‍💻 DynamicWebPaige @ 🏘️🎄
@DynamicWebPaige
✨💡 This is an ace idea from @sarah_edo! 💕

👩‍💻 Be on the lookout for a @TensorFlow Advent Calendar tomorrow, as well, highlighting meaningful, high-impact projects and papers from our community. If you'd like for yours to be considered, please shoot me an @-mention!
✨#TFadvent begins today! 😄

For our first project, I'd like to highlight this accessibility example from @shekitup that uses @TensorFlowJS to interpret sign language—and then translates those signs into input that can be used by a home assistant! 🗣️✨

medium.com/tensorflow/get…
🎁 Day #2 of #TFadvent:

🤖 Check out this project from a recent hackathon at @ColbyCollege! The team trained a @TensorFlow model to learn muscle movements, then used that model to send signals to a prosthetic arm, controlling one finger at a time. ✨

👉: m.facebook.com/notes/daviscon…
Read 32 tweets
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👩‍💻 DynamicWebPaige @ #OpenAIFive 🤖✨
@DynamicWebPaige
✨🧠 The ecosystem that has grown up around @TensorFlow in the last few years blows my mind. There's just so much functionality, compared to some of the other, newer frameworks.

👉Consider this an ever-expanding thread for me to take notes + wrap my brain around products. Ready?
1) @TensorFlow Extended (TFX)

It's no secret that I 💕 #TFX and all of its tooling for deploying machine learning models into production. If you care about keeping your models up-to-date and monitoring them, you should check out the product + its paper.

tensorflow.org/tfx/?hl=zh-cn
2) @TensorFlow Hub

If you want to train your model on a small data set, or improve generalization, you'll need to use something called transfer learning. #TFHub modules make it easy—and are available in an #OSS marketplace: tfhub.dev.

site: tensorflow.org/hub/
Read 40 tweets

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