Transformers, Explained: Understand the Model Behind GPT-3, BERT, and T5

https://towardsdatascience.com/ | Today

Summary: Original image by Dale MarkowitzYou know that expression, When you have hammer, everything looks like nail Well, in machine learning, it seems like we really have discovered magical hammer for which everything is, in fact, nail, and theyre called Transformers. Transformers are models that can be designed to translate text, write and In fact, lots of the amazing research write about on daleonai.com is built on Transformers, like the model that predicts the structures of proteins...

Keywords: tpu, gpt, gpu, transformer, network

Yann LeCuns Latest Work Upgrades Popular Object Detection Models

https://analyticsindiamag.com/ | Yesterday

Summary: Recently, researchers from New York University and Facebook have proposed MDETR 160 or Modulated Detection for End to End Multi Modal Understanding to detect objects in an image conditioned on raw text query, like caption or question. Object detection is key component in most cutting edge multi modal understanding systems, typically used as black box to 8230 The post Yann LeCun 8217 s Latest Work Upgrades Popular Object Detection Models appeared first on Analytics India Magazine....

Keywords: tpu, network, transformer, framework, analytic

An overview of Transformer Architectures in Computer Vision

https://broutonlab.medium.com/ | Yesterday

Summary: An overview of Transformer Architectures in Computer Vision...

Keywords: nlp, computer vision, transformer

$O(n)$ Connections are Expressive Enough: Universal Approximability of Sparse Transformers

https://research.google/ | Today

Summary: Transformer networks use pairwise attention to compute contextual embeddings of their inputs, and have achieved the state of the art performance in many NLP tasks. However, these models suffer from quadratic computational cost in the input sequence length n to compute attention in each layer. This has prompted recent research into faster attention models, with predominant approach involving......

Keywords: network, transformer, nlp, express

Superbloom: Bloom filter meets Transformer

https://research.google/ | Yesterday

Summary: We extend the idea of word pieces in natural language models to machine learning tasks on opaque ids. This is achieved by applying hash functions to map each id to multiple hash tokens in much smaller space, similarly to Bloom filter. We show that by applying multi layer Transformer to these Bloom filter digests, we are able to obtain models with high accuracy. They outperform models of a......

Keywords: machine learning, transformer

sparkpipelineframework 0.1.92

https://pypi.org/ | Yesterday

Summary: Released Framework for simpler Spark Pipelines View statistics for this project via or by using Apache Software License Python 3.6 SparkPipelineFramework implements few design patterns to make it easier to create Spark applications that This code is available as package to import into your project. For an example project that uses SparkPipelineFramework, see You can run SparkPipelineFrame project from PycharmPipelines are fully composable so you can include one pipeline as...

Keywords: scala, transformer, java, spark, statistic

Text Classification using Transformers in PyTorch

http://www.datatau.com/ | Yesterday

Summary: Text Classification using Transformers in PyTorch...

Keywords: classification, transformer, pytorch

ISTR: End-to-End Instance Segmentation with Transformers

https://paperswithcode.com/ | Today

Summary: However, such an upgrade is not applicable to instance segmentation, due to its significantly higher output dimensions compared to object detection. Code href...

Keywords: transformer, tpu, object detection

Attention is Turing-Complete

http://jmlr.org/ | Yesterday

Summary: Alternatives to recurrent neural networks, in particular, architectures based on self attention, are gaining momentum for processing input sequences. In spite of their relevance, the computational properties of such networks have not yet been fully explored.We study the computational power of the Transformer, one of the most paradigmatic architectures exemplifying self attention. We show that the Transformer with hard attention is Turing complete exclusively based on their capacity to compute...

Keywords: network, turing, transformer, neural network

A Python library that makes it extremely easy to experiment with state-of-the-art

https://pythonawesome.com/ | Yesterday

Summary: QuickAIQuickAI is Python library that makes it extremely easy to experiment with state of the art Machine Learning models.MotivationWhen started to get into more advanced Machine Learning, started to see how these famous neural networkarchitectures such as EfficientNet , were doing amazing things. However, when tried to implement these architecturesto problems that wanted to solve, realized that it was not super easy to implement and quickly experiment with thesearchitectures. That...

Keywords: tensorflow, transformer, neural network, gpt

Alexa arrive officiellement sur les PC Windows 10 de Lenovo

https://www.informaticien.be/ | Today

Summary: Il des nouvelles importantes pour ceux qui possdent un PC Windows 10 de Lenovo car pour certains d entre eux, il sera bientt possible de profiter du support d Alexa l assistant vocal intelligent d Amazon. La nouveaut t annonce comme l arrive du Show Mode sur une slection de PC Lenovo. Celui ci sera accessible via une simple commande vocale Alexa, qui ne sera videmment configure qu au dpart le mode Show transformera essentiellement le PC en un cran intelligent avec leq...

Keywords: alexa, transformer

Paramount+: Whats Streaming in Australia and How Much Will It Cost?

https://www.lifehacker.com.au/ | Today

Summary: Australia will be home to another streaming service when Paramount arrives later this year. Here s what s on offer and how much it will cost.The post Paramount What 8217 s Streaming in Australia and How Much Will It Cost appeared first on Lifehacker Australia. 160 160 Related Stories11 Adult Card Games That x2019 ll Spice Up Any Dinner PartyThe Best Mother 8217 s Day Movies To Watch With Your Mum This Weekend6 Iconic Films That We All Loved But Critics Hated 160...

Keywords: transformer, database, turing, rust, course

AI Dungeon, o jogo gerado por uma IA que virou um pesadelo

https://tecnoblog.net/ | Today

Summary: 2970 The future of work at Google more flexibility for your work week, more choice around where you work, and more flexibility for your life. 4142 Sturgeon has made her key election pledge the future of Scotland in the European Union, hoping that an independent Scottish state could rejoin the bloc after the UK left earlier this year. She has promised to hold new referendum on independence if the SNP wins on Thursday. 4345 SoftBank has picked its bet in China 8217 s flourishing industrial robotics space. In December, SoftBank Ventures Asia led the financing round for another Chinese robotics startup called KeenOn, which focuses on delivery and service robots.Youibot 8217 s previous investors BlueRun Ventures and SIG also participated in the round. The startup, based in Shenzhen where it went through SOSV 8217 s HAX hardware accelerator program, during 2020 as businesses and investors embrace industrial automation to minimize human contact. Youibot has raised over 200 million yuan to...

Keywords: turing, analytic, visual, ml , hybrid app

woe-scoring 0.2.3

https://pypi.org/ | Today

Summary: Weight Of Evidence Transformer and LogisticRegression model with scikit learn API...

Keywords: regression, api , transformer, scikit

Jack plug adapter anchor block single, double and triple #3DThursday #3DPrinting

https://blog.adafruit.com/ | Today

Summary: Need to mount an adapter or 3 Mikesrailway on Thingiverse has you covered When you buy plug in power supply charger transformer, it usually includes an adapter so you can directly connect pair of cables. This is useful for hobbyists and for connecting up something that doesn 8217 t have jack plug input. 8230...

Keywords: transformer

Le digital: vritable booster des politiques RSE des entreprises

https://www.journaldunet.com/ | Yesterday

Summary: S il bien un sujet que la crise de Covid 19 mis en lumire, c est celui de la responsabilit individuelle et collective dans nos socits. Cet arrt brutal de notre mode de fonctionnement globalis gnr un certain nombre de remises en question, tant chez les individus qu au sein des entreprises....

Keywords: quant, transformer, r , collaborate

Paw Patrol Bundle Is Now Available For Xbox One And Xbox Series X|S

https://majornelson.com/ | Today

Summary: Product Info Developer Drakhar Studio Torus Games Publisher Outright Games Website Paw Patrol Bundle Twitter TorusGames DrakharStudio Outright Games Affiliate commission may be earned from Microsoft if you click link and make purchase....

Keywords: aws, transformer, game

Les banques traditionnelles doivent adopter l'tat d'esprit des challengers

https://www.journaldunet.com/ | Yesterday

Summary: Plus que jamais, les institutions financires de toutes tailles, se retrouvent dans l urgence d adapter leur modle. L exprience client et la recherche d opportunits d innovation sont en train de transformer le secteur bancaire tel que nous le connaissons....

Keywords: machine learning, transformer, excel, chatbots

Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet

https://paperswithcode.com/ | Today

Summary: These results indicate that aspects of vision transformers other than attention, such as the patch embedding, may be more responsible for their strong performance than previously thought. Code href...

Keywords: transformer

NVIDIA Releases Updates to CUDA-X AI Software

https://www.hpcwire.com/ | Today

Summary: May 6, 2021 8212 NVIDIA CUDA X AI is deep learning software stack for researchers and software developers to build high performance GPU accelerated applications for conversational AI, recommendation systems and computer vision. Learn whats new in the latest releases of the CUDA X AI tools and libraries, below. For more information on NVIDIAs developer tools, join 8230 The post NVIDIA Releases Updates to CUDA X AI Software appeared first on HPCwire....

Keywords: cpu, gpu, network, design, computer