Apple オンデバイス機械学習フレームワークリファレンス。Core AI (.aimodel) / Core ML / Create ML / Vision / Natural Language / Speech / Media Intelligence / Music Understanding。
AIModel, InferenceFunction, MLModel, MLModelConfiguration, MLMultiArray, MLTensor, MLComputeUnits, MLImageClassifier, MLTextClassifier, MLDataTable, VNCoreMLRequest, VNImageRequestHandler, VNRecognizeTextRequest, RecognizeTextRequest, NLTagger, NLEmbedding, NLLanguageRecognizer, SpeechAnalyzer, SpeechTranscriber, SFSpeechRecognizer, SFSpeechAudioBufferRecognitionRequest, SFTranscription, FaceGroupAnalyzer, MusicUnderstandingSession。
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설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
対象: Apple developer documentation（取得日 2026-10-16、iOS 27.0 SDK 時点）。Core AI / Media Intelligence / Music Understanding は iOS 27.0+。Speech の SpeechAnalyzer 系は 26.0+（AssetInputSequenceProvider / CaptureInputSequenceProvider / AnalyzerInputConverter のみ 27.0+）。
Core ML と Core AI の境界: 公式の文言では Core ML は decision trees / tabular などニューラルネット以外のモデル向け、Core AI は最新アーキテクチャ向けで、モデル形式は .aimodel。.mlmodel / .mlpackage との互換は未確認。
skills/apple-ml/
SKILL.md
references/
coreai/
README.md
integrating-on-device-ai-models.md
aimodel.md
aimodelasset.md
aimodelcache.md
inferencefunction.md
inferencefunctiondescriptor.md
inferencevalue.md
imagedescriptor.md
computestream.md
computeunitkind.md
ndarray.md
ndarraydescriptor.md
specializationoptions.md
managing-model-specialization-and-caching.md
compiling-core-ai-models-ahead-of-time.md
debugging-and-profiling.md
asseterror.md
background-inference-entitlement.md
coreml/
README.md
mlmodel.md
mlmodelconfiguration.md
mlmodeldescription.md
mlmodelasset.md
mlmodelcollection.md
mlmodelstructure.md
mlmodelerror.md
mlmultiarray.md
mlshapedarray.md
mltensor.md
mltensorscalar.md
mltensorrangeexpression.md
mlfeatureprovider.md
mldictionaryfeatureprovider.md
mlfeaturevalue.md
mlsendablefeaturevalue.md
mlbatchprovider.md
mlarraybatchprovider.md
mlpredictionoptions.md
mlstate.md
mlstateconstraint.md
mlcomputeunits.md
mlcomputedevice.md
mlcomputedeviceprotocol.md
mlcpucomputedevice.md
mlgpucomputedevice.md
mlneuralenginecomputedevice.md
mlcomputeplan.md
mlcomputepolicy.md
createml/
README.md
mlimageclassifier.md
mlimageclassifier-modelparameters.md
mlobjectdetector.md
mlobjectdetectormetrics.md
mltextclassifier.md
mlclassifier.md
mlclassifiermetrics.md
mlregressor.md
mlregressormetrics.md
mlsoundclassifier.md
mlactionclassifier.md
mlhandposeclassifier.md
mlhandactionclassifier.md
mlactivityclassifier.md
mlstyletransfer.md
mlwordtagger.md
mlwordtaggermetrics.md
mlgazetteer.md
mlwordembedding.md
mlrecommender.md
mlrecommendermetrics.md
mlboundingboxanchor.md
mlboundingboxcoordinatesorigin.md
mlboundingboxunits.md
mldatatable.md
mldatavalue.md
mltrainingsession.md
mltrainingsessionparameters.md
mljob.md
mlcheckpoint.md
mlmodelmetadata.md
mlsplitstrategy.md
mlcreateerror.md
vision/
README.md
vnrequest.md
vnobservation.md
vnimagerequesthandler.md
vnsequencerequesthandler.md
vnrecognizetextrequest.md
vnrecognizedtextobservation.md
vnclassifyimagerequest.md
vncoremlrequest.md
vncoremlmodel.md
vndetectbarcodesrequest.md
vndetectfacelandmarksrequest.md
vndetectfacerectanglesrequest.md
vndetecthumanbodyposerequest.md
visionrequest.md
visionobservation.md
visionerror.md
imagerequesthandler.md
targetedimagerequesthandler.md
videoprocessor.md
imageprocessingrequest.md
statefulrequest.md
targetedrequest.md
poseproviding.md
boundingboxproviding.md
boundingregionproviding.md
quadrilateralproviding.md
normalizedpoint.md
normalizedrect.md
normalizedregion.md
normalizedcircle.md
coordinateorigin.md
recognizetextrequest.md
recognizedocumentsrequest.md
classifyimagerequest.md
coremlrequest.md
calculateimageaestheticsscoresrequest.md
generateimagefeatureprintrequest.md
detectbarcodesrequest-modern.md
detectcontoursrequest.md
detectrectanglesrequest.md
detectdocumentsegmentationrequest.md
detecttextrectanglesrequest.md
detectfacerectanglesrequest-modern.md
detectfacelandmarksrequest-modern.md
detectfacecapturequalityrequest.md
detecthumanbodyposerequest-modern.md
detecthumanbodypose3drequest.md
detecthumanhandposerequest.md
detecthumanrectanglesrequest.md
detectanimalbodyposerequest.md
recognizeanimalsrequest.md
detecthorizonrequest.md
detectlenssmudgerequest.md
detecttrajectoriesrequest.md
generatepersoninstancemaskrequest.md
generatepersonsegmentationrequest.md
generateforegroundinstancemaskrequest.md
generateiterativesegmentationrequest.md
isolating-an-object-from-a-tap-box-or-scribble.md
generateattentionbasedsaliencyimagerequest.md
generateobjectnessbasedsaliencyimagerequest.md
trackobjectrequest.md
trackrectanglerequest.md
trackopticalflowrequest.md
trackhomographicimageregistrationrequest.md
tracktranslationalimageregistrationrequest.md
downloadableassetsrequest.md
downloadableassetsrequeststatus.md
barcodereadertool.md
ocrtool.md
natural-language/
README.md
nltagger.md
nltag.md
nltagscheme.md
nltokenizer.md
nllanguage.md
nllanguagerecognizer.md
nlembedding.md
nlcontextualembedding.md
nlcontextualembeddingkey.md
nlscript.md
nlmodel.md
nlgazetteer.md
speech/
README.md
speechanalyzer.md
speechtranscriber.md
dictationtranscriber.md
speechdetector.md
speechmodule.md
localedependentspeechmodule.md
speechmoduleresult.md
analyzerinput.md
assetinputsequenceprovider.md
captureinputsequenceprovider.md
analyzerinputconverter.md
assetinventory.md
assetinstallationrequest.md
speechmodels.md
sfspeechrecognizer.md
sfspeechrecognizerauthorizationstatus.md
sfspeechrecognitionrequest.md
sfspeechaudiobufferrecognitionrequest.md
sfspeechurlrecognitionrequest.md
sfspeechrecognitiontask.md
sfspeechrecognitionresult.md
sftranscription.md
sfspeechlanguagemodel.md
sfspeechlanguagemodel-configuration.md
sfcustomlanguagemodeldata.md
media-intelligence/
README.md
detecting-and-grouping-faces-in-images.md
facegroupanalyzer.md
mediaintelligenceimageasset.md
finding-the-best-moments-in-a-video.md
videoanalyzer.md
mediaintelligencevideoasset.md
highlightanalysisrequest.md
keyframeanalysisrequest.md
mediaintelligenceerror.md
music-understanding/
README.md
musicunderstandingsession.md
musicunderstandingsession-sessionresult.md
musicunderstandingsession-timedvalue.md
musicunderstandingsession-rangedvalue.md
rhythmresult.md
keyresult.md
loudnessresult.md
paceresult.md
structureresult.md
instrumentactivityresult.md
musicunderstandingerror.md
タスクからカテゴリを引き、カテゴリの README.md で目的のページを特定する:
references/{category}/README.md を参照して目的のページを特定する.md を Read して詳細を確認する| タスク | カテゴリ | 参照 README |
|---|---|---|
| Core AI で .aimodel をロード・推論したい（AIModel / InferenceFunction / NDArray） | coreai | references/coreai/README.md |
| Core AI のモデル specialization・キャッシュ・ahead-of-time コンパイル（coreai-build）を知りたい | coreai | references/coreai/README.md |
| Core AI モデルのデバッグ・プロファイル・バックグラウンド推論 entitlement を知りたい | coreai | references/coreai/README.md |
| MLModel のロード・推論・設定を知りたい | coreml | references/coreml/README.md |
| MLMultiArray / MLTensor / MLFeatureProvider の使い方を知りたい | coreml | references/coreml/README.md |
| MLComputeUnits / MLComputeDevice で CPU・GPU・ANE を切り替えたい | coreml | references/coreml/README.md |
| MLState・MLComputePlan など Core ML の状態・計算計画を扱いたい | coreml | references/coreml/README.md |
| 画像分類・物体検出モデルをトレーニングしたい | createml | references/createml/README.md |
| MLImageClassifier / MLTextClassifier を使いたい | createml | references/createml/README.md |
| Create ML でアクション・ハンドポーズ・単語タグ・レコメンダーモデルを学習したい | createml | references/createml/README.md |
| MLDataTable でデータを準備・加工したい | createml | references/createml/README.md |
| 画像からテキストを認識したい（OCR） | vision | references/vision/README.md |
| VNRequest / VNImageRequestHandler を使いたい | vision | references/vision/README.md |
| VNCoreMLRequest で Core ML モデルを Vision に組み込みたい | vision | references/vision/README.md |
| Vision の modern Swift API（VisionRequest / ImageRequestHandler / 追跡・顕著性・セグメンテーション）を使いたい | vision | references/vision/README.md |
| Foundation Models 用の OCRTool / BarcodeReaderTool を使いたい | vision | references/vision/README.md |
| テキストのトークナイズ・品詞タグ付けをしたい | natural-language | references/natural-language/README.md |
| NLLanguageRecognizer で言語を判定したい | natural-language | references/natural-language/README.md |
| NLEmbedding / NLContextualEmbedding / NLModel でテキスト埋め込みを使いたい | natural-language | references/natural-language/README.md |
| SpeechAnalyzer / SpeechTranscriber でモダンな音声認識・文字起こしをしたい | speech | references/speech/README.md |
| 音声アセットを管理したい（AssetInventory） | speech | references/speech/README.md |
| 従来の SFSpeechRecognizer / SFSpeechAudioBufferRecognitionRequest で音声認識したい | speech | references/speech/README.md |
| カスタム言語モデル（SFSpeechLanguageModel）を使いたい | speech | references/speech/README.md |
| SFTranscription で認識結果を扱いたい | speech | references/speech/README.md |
| 写真の顔を人物ごとにグループ化したい（FaceGroupAnalyzer） | media-intelligence | references/media-intelligence/README.md |
| 動画のハイライト・キーフレームを抽出したい（VideoAnalyzer） | media-intelligence | references/media-intelligence/README.md |
| 楽曲の BPM・キー・ラウドネス・構造・楽器を解析したい（MusicUnderstandingSession） | music-understanding | references/music-understanding/README.md |
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