| CARVIEW |
?X?^???h?A????Keras??tf.keras?̈Ⴂ?Ƃ́H?@?` #AskTensorFlow ???`?FTensorFlow 2?{Keras?itf.keras?j????
?u?X?^???h?A????Keras??tf.keras?͉????Ⴄ?̂??H?v?utf.keras???A?????I??TensorFlow????폜?????\???͂???̂??H?v?ȂǁATensorFlow 2.0?????Keras?Ɋւ????ʓI?ȋ^??ƁA????ւ?TensorFlow?`?[???????o?[????̉??܂Ƃ߂?B
???̋L???͉??????ł??B????o?^?i?????j????ƑS?Ă????????????܂??B
?@Keras?Ƃ????ATensorFlow???C???[?W????l?????????낤?B???ہA?唼??Keras???[?U?[?͂??̃o?b?N?G???h?Ƃ???TensorFlow???g???Ă???̂ł͂Ȃ????낤???B
?@?????I??TensorFlow??Keras?̌??ѕt???͋????B?ŐV??TensorFlow?i?????o?[?W??????2.0???܂ށj?ł́APython?R?[?h??import tensorflow as tf??????ł???Atf.keras????Keras?̊e?@?\?ɂ????ɃA?N?Z?X?ł???B????́ATensorFlow????Keras?̋@?\???W???œ???????Ă??邽?߂??B
?@????TensorFlow?????ł?Keras??tf.keras?ƌĂ?Ă???B
?@???????A???X??Keras?́iTensorFlow??p?ł͂Ȃ??j???L??3??ނ???o?b?N?G???h??I?????w?肵?Ă???g?p????d?g?݂ƂȂ??Ă???B
- TensorFlow?F ?O?[?O?????J???????t???[?????[?N
- Theano?F ?????g???I?[????w??LISA/MILA Lab???J???????t???[?????[?N
- CNTK?F ?}?C?N???\?t?g???J???????t???[?????[?N
?@????^???????Ă???l?????Ȃ??Ȃ??Ǝv?????A
- TensorFlow?????ł́utf.keras?v?F ?C???X?g?[????pip install tensorflow
- ?????ł́u?X?^???h?A????Keras?v?F ?C???X?g?[????pip install keras
?͕ʁX?ɑ??݂??邱?Ƃɒ??ӂ??Ăق????B???Ƃ???A?utf.keras?ƃX?^???h?A????Keras?ł́A?????قȂ?̂??H?v???C?ɂȂ??Ă???B??2020/05/13?NjL?F???݂́A?X?^???h?A????Keras?i???}???`?o?b?N?G???hKeras?j?̓????e?i???X???[?h?ƂȂ??āAtf.keras?????C???ɂȂ??Ă???A?{?e?̓??e?͈ꕔ?قȂ??Ă??Ă???̂Œ??ӂ??Ăق????B?ڂ????́u?}???`?o?b?N?G???hKeras?̏I???Atf.keras?Ɉ?{???v???Q?Ƃ??Ăق????B
?@?܂??AKeras?̍?҂ł???Francois Chollet?i@fchollet?j???́A???̓O?[?O???Ј??ł???B?Ƃ??????Ƃ́A?u?????Keras??tf.keras?݂̂ɂȂ??Ă??܂??\????????̂??H?v?ƁA?X?^???h?A????Keras?̏??????ɂ??Ă̋^?????????B
?@??L?̒ʂ?AKeras?͏??????G?Ȓ`?Ԃ?J???ɂȂ??Ă???̂ŁA???܂??܂ȋ^?₪?o?Ă???ł???B???̂悤?Ȑ??X?̋^??_?ɂ??āA?uYouTube?FTensorFlow?`?????l???v????AskTensorFlow?V???[?Y?ŐV?̔z?M????i???L?????N??j?ŁAQ??A?`???ʼn??Ă????B
?@?m?肽???l?????????e???Ǝv???̂ŁA?{?e?ł͂??̓??e?͂ŏ????N?????A?M?҂Ȃ?ɂ܂Ƃ߂??B
?@???Ȃ݂ɁA??AskTensorFlow?V???[?Y?́A?f?B?[?v???[?j???O??@?B?w?K?̏??S?҂?????????̂ɂ??傤?ǂ悢???x????TensorFlow?Љ??ł???A????I?ɔ??M????Ă???̂ŁA????????????͂??Ѓ`?F?b?N???Ă݂Ăق????B?Ȃ??ATwitter?Ńn?b?V???^?O?u#AskTensorFlow?v??t???ĉp??Ŏ??₷??A???Ȃ??̋^??????̃V???[?Y?ʼn?????Ă??炦?邩??????Ȃ??B
?}1?@?O?[?O??TensorFlow?`?[????Software Engineer?ł???Alexandre Passos???i???j?ƁA???`?[????Developr Adovocate?ł???Paige Bailey???i?E?j?@????????Keras?Ɋւ???Q??A?̓??e?????Ă??????B?????̓??e?͓ǂݕ??Ƃ??Đ???????悤?ɈӖ??̂ŁA???炩???߂??????????????????B?ȉ??A??b???ŋL?q????B
Keras?Ɋւ???Q??A
?X?^???h?A????Keras??tf.keras?͉????Ⴄ?̂ł??傤???H
?@Keras??tf.keras?Ƃ??āi?}2?j?ATensorFlow 2.0?i2019?N7??5?????_?ł͂܂??x?[?^?Łj?ɓ???????܂????B
?@???????A?X?^???h?A????Keras?͊m???ɍ???????????܂??i?}3?j?B
?@tf.keras?ł?TensorFlow?p?̍œK?????????{????Ă??܂????A?????̋@?\?͂܂??X?^???h?A????Keras?ɂ͓???????Ă??܂???BKeras?̔??W?ɂ??āA?????ӌ??A???O?Ȃǂ?????ꍇ?́A????Keras???[?U?[????SIG?iSpecial Interest Group?F?????????l?̂??߂̓??ʃO???[?v?j?i?}4?j?ɂ??Q???̏?A???m?点?????????B
?X?^???h?A????Keras?̑S?@?\?́Atf.keras?ɂ??܂܂?Ă??܂????H
?@?V???v???ȉ́u???????v?ɂȂ?܂??B
?@?X?^???h?A????Keras?́A?Ⴆ??Theano?o?b?N?G???h??CNTK?o?b?N?G???h?ȂǁAtf.keras???????Ă??Ȃ??@?\???????????Ă??܂??B???????A?S?Ă֗̕??ȋ@?\?i?Ⴆ?I?v?e?B?}?C?U?[?A???g???N?X?A???????A???C???[?A???f???\?zAPI?Ƃ??????AKeras???g???ă??f?????P?????f?v???C???邽?߂̋@?\?j?́Atf.keras?ɂ??܂܂?Ă??܂??̂ł????S?????????B
?@???????A?X?^???h?A????Keras??tf.keras?̍\???́A?S???????ł͂Ȃ??i?Ⴆ?ΐ}5?j?ɂ??Ă????Ɏ??Ă??܂??B?Ȃ̂ŁA?X?^???h?A????Keras?ɐ??ʂ??Ă???̂ł???Atf.keras?????̂܂g?????Ȃ??܂??B
?}5?@tf.keras?ƃX?^???h?A????Keras?ł͗Ⴆ???W???[?????i?K?w???j???ႤTensorFlow 2.0?́A?X?^???h?A????Keras?ɂǂ?ȕω????????炷?̂ł??傤???H
?@?ǂ?????ł??ˁB???̓????́A?u?܂???`????Ă??Ȃ??v?Ƃ??????ƂɂȂ?܂??B
?@??قǏq?ׂ??ʂ?AKeras???[?U?[????SIG?i?O???[?v?̌????T?C?g?A?}6?j??????A???̃O???[?v??Keras?̐V?@?\???c?_?E???????Ă??܂??B?????ŁA?X?^???h?A????Keras??tf.keras?̑??݊W???`???Ă????Ă???킯?ł??B
?@???z?I?ɂ́A?O?[?O????tf.keras?Ɏ????????S?Ă̗D?ꂽ?@?\???A?I?[?v???\?[?X?ł??錳?X?̃X?^???h?A????Keras?ւƋt?A??????Ăق????ł??B???̂??߂ɁA???ЊF????ɂ?SIG?ɎQ?????Ă????͂??Ă?????????Δ??ɂ??ꂵ???ł??B???????F???Ȃ݂ɁASlack?R?~???j?e?B?[??????܂??B
tf.keras?ɂ́A?x?C?W?A???w?iBaysian Layer?j?̃T?|?[?g?͂???܂????H
?@tf.keras???̂ɂ́A?x?C?W?A???w?̋@?\?͊܂܂?Ă??܂???B???????A?m???_?I???_?Ɠ??v???͂̂??߂̃??C?u?????ł???uTensorFlow Probability?iTFP?j?v?ɂ͊܂܂?Ă??܂??B
?@TFP?ɂ́A?x?C?W?A???w?Ɋւ??邳?܂??܂ȋ@?\???܂܂?Ă???A?Ⴆ??????1?s?R?[?h??ς??邾???ŁA?f?B?[?v?j???[?????l?b?g???[?N???A?K?E?X?ߒ??iGaussian Process?j?ɕύX????ȂǁA?N?[???Ȃ??Ƃ????낢??Ƃł??܂??B
?@?܂??A?wBayesian Methods for Hackers?i?n?b?J?[?̂??߂̃x?C?Y??@?j?x?Ƃ????????ȓ???Ҍ????w?K?R???e???c??TFP???p?ł??p?ӂ??Ă???A???L?????N?悩??C???^?[?l?b?g??ŃR?[?h?????s???Ȃ???ǂ߂܂??B
tf.keras???g???āA?J?X?^?????C???[???쐬?ł??܂????H
?@???????B???R?ɍ쐬?\?ł??B
?@tf.keras?ɂ??W???̃??C???[??A???????A???g???N?X?A?I?v?e?B?}?C?U?[?A???f???ȂǁA?X?^???h?A????Keras?Ɠ????̂??̂?????????Ă???A???????ȒP?Ɋg?????邱?Ƃ??ł??܂??B
?@????Keras?`?[???Ɠ??????x???ňꂩ??J?X?^?}?C?Y?????????̂ł?Atf.keras.layers.Layer?N???X???p?????ēƎ??̃??C???[?i?w?j????邾???ł??i???Q?l?F?uCustom layers | TensorFlow?v?A?}8?j?B???Ȃ݂ɁA?Ǝ??̃??g???N?X?⑹?????????l?ɍ쐬?\?ł??B
?}8?@?J?X?^?????C???[?̍쐬??iTensorFlow?????T?C?g???j?@?Ǝ??̑???????C???[???쐬??????ATensorFlow Addons??SIG?ɎQ?????A????GitHub?́Ftensorflow/addons?i?}9?j??PR?i?v?????N?G?X?g?j?Œ?o???邱?ƂŁA?I?[?v???\?[?X?R?~???j?e?B?[?ɍv?????Ă??炦??Ƃ??ꂵ???ł??B
tf.keras???O??Ԃ́ATensorFlow 2.0?̏????I?ȃ????[?X?ō폜????Ă??܂??\???͂???̂ł??傤???H
?@???????A????܂???B
?@TensorFlow 2.0?i?ȉ??ATF 2.0?j?͈??肵???p?u???b?NAPI?ł???Atf.keras?????łȂ??ATF 2.0 API?Ɋ܂܂??e?V???{???́A???Ȃ??Ƃ?TF 3.0?ɂȂ?܂ł͑???????\??ł??B
?@???ꂾ???łȂ??ATF 1.0?????菜???ꂽ?V???{???ł??????Atf.compat.v1???W???[???i?}10?j???C???|?[?g???邱?ƂŌp???I?ɗ??p?\?ł??B
?@????āA????TF 2.0?ŗ??p???̂??̂́A???Ȃ??Ƃ?TensorFlow?̃o?[?W??????2.X?ł??????͎g?????????܂??B???S???Ă????????B
tf.keras???f????SavedModel?`???ŏo?͂ł??܂????H
?@?͂??Btf.keras?ō쐬???????f???́ASavedModel?`???i??TensorFlow?̕W???o?̓t?H?[?}?b?g?j?ŃG?N?X?|?[?g?ł??܂??B
?@SavedModel?`???Ȃ̂ŁA
- ???o?C???[????????TensorFlow Lite
- Web??????TensorFlow.js
- ???f???^?p?T?[?o?[??TensorFlow Serving
?ȂǁATensorFlow?G?R?V?X?e???ɂ????邳?܂??܂ȉ^?p???Ŏg?p?\?ł??B
?@????SavedModel?`???́ATensorFlow 2.0?ɂ?????ł???ȋ@?\?̈?Ƃ??ĊJ???ɗ͂????Ă??܂??B?????TensorFlow?`?[???́ATensorFlow?̃??f?????????Ă????????ꏊ?ł???ǂ?ȃv???b?g?t?H?[???ɂł??ǂ?ȃf?o?C?X?ɂł??A???????ł??邾???ȒP?ɁA?G?N?X?|?[?g?ł???悤?ɂ??????̂ł??B
?@???Ȃ݂ɁASavedModel?`???ŕۑ????ꂽ?o?̓??f???ł???A?????Python???tf.keras???f???ɖ߂??A??????g???Đ??_????悤?Ȃ??Ƃ??\?ł??i?}11?j?B?u?{???ɃV?[?????X?Ŏg???₷???v?Ɗ????Ă?????????Ǝv???܂??B
?}11?@SavedModel?`???̏o?̓??f????Python???tf.keras???f???ɖ߂??Đ??_?????s???Ă???T???v???R?[?h?i?????T?C?g???j?@?ȏオ?uTensorFlow 2.0 and Keras (#AskTensorFlow) - YouTube?v?̑S???e?ł???B?܂Ƃ߂?ƁATensorFlow???g?????[?U?[?ł???Atf.keras???g???Ă????A???????Ȃ??Ƃ??????Ƃł???B???ɏ??S?҂?tf.keras????n?߂?̂??????߂??BPlease follow on Twitter @DeepInsiderJP.
Copyright© Digital Advantage Corp. All Rights Reserved.
?A?C?e?B???f?B?A????̂??m?点
??IT eBook
???ڂ̃e?[?}
?ҏW??????̂??m?点
RSS?ɂ???
?A?C?e?B???f?B?AID?ɂ???
???[???}?K?W???o?^
??IT?̃??[???}?K?W???́A ???????A???ׂĖ????ł??B???Ѓ??[???}?K?W???????w?ǂ????????B
ITmedia?̓A?C?e?B???f?B?A??????Ђ̓o?^???W?ł??B
???f?B?A?ꗗ | ????SNS | ?L???ē? | ???₢???킹 | ?v???C?o?V?[?|???V?[ | RSS | ?^?c??? | ?̗p??? | ??????