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tensorFlowã«é–¢ã™ã‚‹manboubirdã®ãƒ–ãƒƒã‚¯ãƒžãƒ¼ã‚¯ (244)

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manboubird 2023/07/29
tpu

tensorFlow

webDataset

turning

pytorch
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GitHub - tensorflow/model-card-toolkit: A toolkit that streamlines and automates the generation of model cards
manboubird 2021/12/25
tensorFlow

modelCard

documentation

metadata

metadataManagement

google
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Dive into TensorFlow Data Validation
manboubird 2021/11/24
dataQuality

validation

slide

tensorFlow
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Introducing TensorFlow Graph Neural Networks
Posted by Sibon Li, Jan Pfeifer and Bryan Perozzi and Douglas Yarrington Today, we are excited to release TensorFlow Graph Neural Networks (GNNs), a library designed to make it easy to work with graph structured data using TensorFlow. We have used an earlier version of this library in production at Google in a variety of contexts (for example, spam and anomaly detection, traffic estimation, YouTub
manboubird 2021/11/21
tensorFlow

graphNeuralNetworks

graphMining

knowledgeGraph
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GitHub - cs230-stanford/cs230-code-examples: Code examples in pyTorch and Tensorflow for CS230
manboubird 2021/11/07
course

standard

deeplearning

lecture

code

tutorial

tensorFlow

namedEntityRecognition

nlp

computerVision
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Solve GLUE tasks using BERT on TPU Â |Â Text Â |Â TensorFlow
manboubird 2021/11/07
TPUã§BERTã‚’ä½¿ç”¨ã—ã¦GLUEã‚¿ã‚¹ã‚¯ã‚’è§£æ±ºã™ã‚‹

tensorFlow

tutorial

bert

googleCloudPlatform
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TPUã§BERTã‚’ä½¿ç”¨ã—ã¦GLUEã‚¿ã‚¹ã‚¯ã‚’è§£æ±ºã™ã‚‹ Â |Â Text Â |Â TensorFlow
BERTã¯ã€è‡ªç„¶è¨€èªžå‡¦ç†ã«ãŠã‘ã‚‹å¤šãã®å•é¡Œã‚’è§£æ±ºã™ã‚‹ãŸã‚ã«ä½¿ç”¨ã§ãã¾ã™ã€‚ã‚ãªãŸã¯ã©ã®ã‚ˆã†ã«ã‚ˆã‚Šå¤šãã®ã‚¿ã‚¹ã‚¯ã®ãŸã‚ã®å¾®èª¿æ•´BERTã«å¦ã³ã¾ã™GLUEãƒ™ãƒ³ãƒãƒžãƒ¼ã‚¯ï¼š COLA ï¼ˆè¨€èªžå—å®¹æ€§ã®ã‚³ãƒ¼ãƒ‘ã‚¹ï¼‰ï¼šæ–‡ã¯æ–‡æ³•çš„ã«æ£ã—ã„ã§ã™ã‹ï¼Ÿ SST-2 ï¼ˆã‚¹ã‚¿ãƒ³ãƒ•ã‚©ãƒ¼ãƒ‰æ„Ÿæƒ…ãƒ„ãƒªãƒ¼ãƒãƒ³ã‚¯ï¼‰ï¼šã‚¿ã‚¹ã‚¯ã¯ã€æ‰€ä¸Žã®æ–‡ã®æ„Ÿæƒ…ã‚’äºˆæ¸¬ã™ã‚‹ã“ã¨ã§ã™ã€‚ MRPC ï¼ˆãƒžã‚¤ã‚¯ãƒã‚½ãƒ•ãƒˆãƒªã‚µãƒ¼ãƒè¨€ã„æ›ãˆã‚³ãƒ¼ãƒ‘ã‚¹ï¼‰ï¼šæ–‡ã®ãƒšã‚¢ã¯æ„å‘³çš„ã«ç‰ä¾¡ã§ã‚ã‚‹ã‹ã©ã†ã‹ã‚’ç¢ºèªã—ã¾ã™ã€‚ QQP ï¼ˆQuoraã®è³ªå•Pairs2ï¼‰ï¼šè³ªå•ã®ãƒšã‚¢ã¯æ„å‘³çš„ã«ç‰ä¾¡ã§ã‚ã‚‹ã‹ã©ã†ã‹ã‚’ç¢ºèªã—ã¾ã™ã€‚ MNLI ï¼ˆå¤šã‚¸ãƒ£ãƒ³ãƒ«è‡ªç„¶è¨€èªžæŽ¨è«–ï¼‰ï¼šå‰ææ–‡ã¨ä»®èª¬æ–‡ã‚’è€ƒãˆã‚‹ã¨ã€ã‚¿ã‚¹ã‚¯ã¯ã€å‰æãŒä»®èª¬ï¼ˆå«æ„ï¼‰ã‚’å¿…è¦ã¨ã™ã‚‹ã‹ã©ã†ã‹ã‚’äºˆæ¸¬ã™ã‚‹ã“ã¨ã§ã‚ã‚‹ã¨ã„ã†ä»®èª¬ï¼ˆçŸ›ç›¾ï¼‰ãŒçŸ›ç›¾ã™ã‚‹ã€ã¾ãŸã¯ã©ã¡ã‚‰ã‚‚ï¼ˆãƒ‹ãƒ¥ãƒ¼ãƒˆãƒ©ãƒ«ï¼‰ã€‚ QNLI ï¼ˆè³ªå•å¿œç”è‡ªç„¶è¨€èªžæŽ¨è«–ï¼‰ï¼šã‚¿ã‚¹ã‚¯ã‚³ãƒ³ãƒ†ã‚ã‚¹ãƒˆæ–‡ã¯ã€è³ªå•ã¸ã®ç”ãˆãŒå«ã¾ã‚Œã¦
manboubird 2021/11/07
TPUã§BERTã‚’ä½¿ç”¨ã—ã¦GLUEã‚¿ã‚¹ã‚¯ã‚’è§£æ±ºã™ã‚‹

tensorFlow

tutorial

bert

nlp
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Semantic Search with Approximate Nearest Neighbors and Text Embeddings Â |Â TensorFlow Hub
manboubird 2021/11/07
similaritySearch

tensorFlow

wordEmbeddings

ann

semanticSearch

nlp

tutorial
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Universal Sentence Encoder Â |Â TensorFlow Hub
Deploy ML on mobile, microcontrollers and other edge devices
manboubird 2021/11/07
similaritySearch

tensorFlow

encoder

wordEmbeddings

ann

universalSentenceEncoder

semanticSearch
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ãƒ¦ãƒ‹ãƒãƒ¼ã‚µãƒ«ã‚»ãƒ³ãƒ†ãƒ³ã‚¹ã‚¨ãƒ³ã‚³ãƒ¼ãƒ€ãƒ¼ Â |Â TensorFlow Hub
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manboubird 2021/11/07
similaritySearch

tensorFlow

encoder

wordEmbeddings

ann

universalSentenceEncoder
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Two approaches for data validation in ML production
manboubird 2021/10/03
machineLearning

validation

dataQuality

cloudera

mlOps

schemaManagement

tensorFlow
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GitHub - google-deepmind/jraph: A Graph Neural Network Library in Jax
manboubird 2021/10/02
deepmind

google

tensorFlow

jgraph

graphNuralNetworks
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GitHub - deepmind/graph_nets: Build Graph Nets in Tensorflow
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manboubird 2021/10/02
deepmind

google

tensorFlow

graphNets

graphNuralNetworks
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community/rfcs/20191017-tfx-standardized-inputs.md at master Â· tensorflow/community
manboubird 2021/09/25
metadata

model

tensorFlow

standard

machineLearning
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GitHub - google/ml-metadata: For recording and retrieving metadata associated with ML developer and data scientist workflows.
manboubird 2021/09/25
mlOps

metadata

machineLearning

google

tensorFlow
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MLãƒ¡ã‚¿ãƒ‡ãƒ¼ã‚¿ã«ã‚ˆã‚‹å„ªã‚ŒãŸMLã‚¨ãƒ³ã‚¸ãƒ‹ã‚¢ãƒªãƒ³ã‚° Â |Â TFX Â |Â TensorFlow
MLãƒ¡ã‚¿ãƒ‡ãƒ¼ã‚¿ã«ã‚ˆã‚‹å„ªã‚ŒãŸMLã‚¨ãƒ³ã‚¸ãƒ‹ã‚¢ãƒªãƒ³ã‚° ã‚³ãƒ¬ã‚¯ã‚·ãƒ§ãƒ³ã§ã‚³ãƒ³ãƒ†ãƒ³ãƒ„ã‚’æ•´ç† å¿…è¦ã«å¿œã˜ã¦ã€ã‚³ãƒ³ãƒ†ãƒ³ãƒ„ã®ä¿å˜ã¨åˆ†é¡žã‚’è¡Œã„ã¾ã™ã€‚ ãƒšãƒ³ã‚®ãƒ³ã‚’åˆ†é¡žã™ã‚‹ãŸã‚ã«æœ¬ç•ªMLãƒ‘ã‚¤ãƒ—ãƒ©ã‚¤ãƒ³ã‚’è¨å®šã™ã‚‹ã‚·ãƒŠãƒªã‚ªã‚’æƒ³å®šã—ã¾ã™ã€‚ãƒ‘ã‚¤ãƒ—ãƒ©ã‚¤ãƒ³ã¯ãƒˆãƒ¬ãƒ¼ãƒ‹ãƒ³ã‚°ãƒ‡ãƒ¼ã‚¿ã‚’å–ã‚Šè¾¼ã¿ã€ãƒ¢ãƒ‡ãƒ«ã‚’ãƒˆãƒ¬ãƒ¼ãƒ‹ãƒ³ã‚°ã—ã¦è©•ä¾¡ã—ã€ãã‚Œã‚’æœ¬ç•ªç’°å¢ƒã«ãƒ—ãƒƒã‚·ãƒ¥ã—ã¾ã™ã€‚ ãŸã ã—ã€å¾Œã§ã•ã¾ã–ã¾ãªç¨®é¡žã®ãƒšãƒ³ã‚®ãƒ³ã‚’å«ã‚€ã‚ˆã‚Šå¤§ããªãƒ‡ãƒ¼ã‚¿ã‚»ãƒƒãƒˆã§ã“ã®ãƒ¢ãƒ‡ãƒ«ã‚’ä½¿ç”¨ã—ã‚ˆã†ã¨ã™ã‚‹ã¨ã€ãƒ¢ãƒ‡ãƒ«ãŒæœŸå¾…ã©ãŠã‚Šã«å‹•ä½œã›ãšã€ç¨®ã®åˆ†é¡žãŒæ£ã—ãé–‹å§‹ã•ã‚Œãªã„ã“ã¨ãŒã‚ã‹ã‚Šã¾ã™ã€‚ ã“ã®æ™‚ç‚¹ã§ã€ã‚ãªãŸã¯çŸ¥ã‚‹ã“ã¨ã«èˆˆå‘³ãŒã‚ã‚Šã¾ã™ï¼š åˆ©ç”¨å¯èƒ½ãªã‚¢ãƒ¼ãƒ†ã‚£ãƒ•ã‚¡ã‚¯ãƒˆãŒæœ¬ç•ªç’°å¢ƒã®ãƒ¢ãƒ‡ãƒ«ã®ã¿ã§ã‚ã‚‹å ´åˆã€ãƒ¢ãƒ‡ãƒ«ã‚’ãƒ‡ãƒãƒƒã‚°ã™ã‚‹ãŸã‚ã®æœ€ã‚‚åŠ¹çŽ‡çš„ãªæ–¹æ³•ã¯ä½•ã§ã™ã‹ï¼Ÿãƒ¢ãƒ‡ãƒ«ã®ãƒˆãƒ¬ãƒ¼ãƒ‹ãƒ³ã‚°ã«ä½¿ç”¨ã•ã‚ŒãŸãƒˆãƒ¬ãƒ¼ãƒ‹ãƒ³ã‚°ãƒ‡ãƒ¼ã‚¿ã‚»ãƒƒãƒˆã¯ã©ã‚Œã§ã™ã‹ï¼Ÿã“ã®èª¤ã£ãŸãƒ¢ãƒ‡ãƒ«ã«ã¤ãªãŒã£ãŸãƒˆãƒ¬ãƒ¼ãƒ‹ãƒ³ã‚°ã®å®Ÿè¡Œã¯ã©ã‚Œã§ã™ã‹ï¼Ÿãƒ¢ãƒ‡ãƒ«ã®è©•ä¾¡çµæžœ
manboubird 2021/09/25
mlEngineering

machineLearning

metadata

tensorFlow

tutorial

model
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Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX)
Software Engineering, as a discipline, has matured over the past 5+ decades. The modern world heavily depends on it, so the increased maturity of Software Engineering was an eventuality. Practices like testing and reliable techno logies help make Software Engineering reliable enough to build industries upon. Meanwhile, Machine Learning (ML) has also grown over the past 2+ decades. ML is used more a
manboubird 2021/09/25
mlEngineering

dataEngineering

machineLearning

google

paper

tensorFlow

mlOps
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The surprising impact of mask-head architecture on novel class segmentation
manboubird 2021/05/18
cvpr

paper

computerVision

segmentation

google

tensorFlow
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The surprising impact of mask-head architecture on novel class segmentation
manboubird 2021/05/18
segmentation

deepmac

computerVision

tensorFlow
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Image captioning with visual attention Â |Â Text Â |Â TensorFlow
Deploy ML on mobile, microcontrollers and other edge devices
manboubird 2021/05/15
tensorFlow

captionGenerator

computerVision

deepLearning
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