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Machine Learning model deployments often have these characteristics. You cannot look at the average, you need to look at the cost of tail events.pic.twitter.com/hu3l0SijTe
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Although I have been working with Deep Learning for 4 years, I choose not to learn more than a smattering amount of Linear Algebra because I need a sense mystery and alchemy in my life, something to offset the sense of the familiar.https://twitter.com/nytimesbooks/status/1120685517060890626 …
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Denny Britz proslijedio/la je Tweet
Releasing the Sparse Transformer, a network which sets records at predicting what comes next in a sequence — whether text, images, or sound. Improvements to neural 'attention' let it extract patterns from sequences 30x longer than possible previously: https://openai.com/blog/sparse-transformer/ …pic.twitter.com/1cn1PO2nJX
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Denny Britz proslijedio/la je Tweet
Thrilled to be teaching a new course on Deep Unsupervised Learning with
@peterxichen (ImprovedGAN, InfoGAN, PixelCNN++, VLAE, PixelSNAIL, Flow++),@hojonathanho (Flow++, GAIL),@aravind7694 (Flow++). Follow along here: https://sites.google.com/view/berkeley-cs294-158-sp19/home … Lecture vids go up once captionedpic.twitter.com/CtftvW86FX
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Denny Britz proslijedio/la je Tweet
One of my most controversial software opinions is that your sleep quality and stress level matter far, far more than the languages you use or the practices you follow. Nothing else comes close: not type systems, not TDD, not formal methods, not ANYTHING. Allow me to explain why.
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Denny Britz proslijedio/la je Tweet
"Exploring the Limitations of Behavior Cloning for Autonomous Driving" by
@felipealcm@adnothing Antonio M. Lopez and myself is live on arXiv. Imitation learning has indeed potential, but also requires a lot of care for training. Check it out! https://arxiv.org/abs/1904.08980 pic.twitter.com/I9W7lCsR7D
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Denny Britz proslijedio/la je Tweet
Successfully defended my Ph.D. thesis: Humour-in-the-loop: Improvised Theatre with Interactive Machine Learning Systems thx:
@lanacuthbertson@PiotrImprov@MathKyle@AmiiThinks@ualbertaScience@PatrickPilarski@JFaid@theatresports and more. deets: https://korymathewson.com/phd-defense/ pic.twitter.com/cQBK6PiKKm
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Denny Britz proslijedio/la je Tweet
A great GitHub repository with tutorials on getting started with PyTorch and TorchText for sentiment analysis in Jupyter Notebooks. What a great resource!https://github.com/bentrevett/pytorch-sentiment-analysis …
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Denny Britz proslijedio/la je Tweet
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@poly_ai has just released a collection of datasets for conversational AI, consisting of hundreds of millions of examples-https://medium.com/@matthen/a-repository-of-conversational-datasets-95e5ff17b6fb …Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
I just realized that even with AGI we cannot make Japanese toilets any smarter.
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And the irony of the story: Because keys keep falling out of the MacBook Pro keyword I purchased an external USB keyboard. Now I have the choice: Do I want to use a keyboard or WiFi? I can pick one. That’s a tough choice.
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Just ran into this on my MacBook. I mean, what kind of crazy person would want to use WiFi and USB at the same time anyway?pic.twitter.com/gPIXp7YjB1
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Denny Britz proslijedio/la je Tweet
A company that starts with "V" was founded in 2010 and raised $122M since. While they did mislead investors and the public ("we're building AGI and we're going to have a human-level vision system in 5 years" (said in 2011)), they did not do so with such absolute shamelessness.
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I would like to pre-order one AGI, please. Gotta get the revenue stream started to get to the 100x cap ;)https://twitter.com/OpenAI/status/1105137369408188416 …
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"Even if the projects I'm doing succeeded beyond my wildest expectations, how would it affect people? Whose lives would be improved and how would they be improved?" http://glench.com/WhyIQuitTechAndBecameATherapist/ … This sounds like a good prompt to use to pick projects
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I believe the glorification of “no domain knowledge required” in recent ML algorithms is misguided. Domain knowledge is often what makes models feasible to train, robust, and explainable in real world applications.
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The Promise of Hierarchical Reinforcement Learning https://thegradient.pub/the-promise-of-hierarchical-reinforcement-learning/ … It's interesting that the requirement of domain knowledge is seen as a drawback of HRL. To me, the ability to more easily incorporate domain knowledge is what excites me about it the most.pic.twitter.com/9cMpENIpOq
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Does anyone know what kind of model Google Translate uses for their OCR bounding boxes when you upload an image? Do you do bounding boxes separately first (how?) or is it all end-to-end?
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Denny Britz proslijedio/la je Tweet
Excited to announce Habitat, a platform for embodied AI research: — Habitat-Sim: high-perf 3D sim (w/ SUNCG, MP3D, Gibson) — Habitat-API: modular library for defining tasks, training agents — Habitat-Chal: autonomous nav challenge on
#EvalAI https://aihabitat.org/@facebookaipic.twitter.com/MLMLOIZAwGPrikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
“Your place of birth is not compatible with our current business needs” … and our mission to maximize shareholder valuehttps://twitter.com/MonaJalal_/status/1100498733819748352 …
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