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ABEJA Innovation Meetupでお話した内容です。 https://abeja-innovation-meetup.connpass.com/event/148827/ ABEJA Insight for Retailは店舗内に設置したカメラで来店者の属性分析を行うことで、リアル空間をデータ化・可視化するサービスです。本スライドでは、ABEJA Insight for Retailの背後で動いている顔認識・デモグラ推定モデルの理論背景や、研究成果についてお話ししています。本Talkでは、主に研究よりのお話をしていますが、研究成果をいかに運用に載せていくかという対になるTalk（中川さんによるもの）はこちらです。 https://www.slideshare.net/yutanakagawa2/100-181760824

Retail Face Analysis Inside-Out

日本心理学会第83回大会のチュートリアル「機械学習と心理学との接点」での講演資料です。 word2vecの背後で使われているSkip-gramやCBoWのようなユークリッド空間での埋め込み手法を導入し、次いで、双曲空間のようなもっと構造を持った空間へ埋め込むことのメリットについて説明します。Poincaré Embeddingやh-MDSのような双曲空間への埋め込み手法も紹介しています。最後にさまざまな空間の積空間を考え、その空間自体を最適化することでデータの詳細な構造を捉えるという、という考え方を紹介します。

データに内在する構造をみるための埋め込み手法

ヒトの機械学習

Deep Learningを筆頭に、データから意味やパターンを抽出する機械学習は、いまや誰もが使えるツールになりつつあります。本セッションでは、AIブームわく最中、機械学習がなぜ大事なのか、どんな使い方をするのが重要になっていくかについて展望しつつ、「見えていなかったものを見出す」というネクストフロンティアになるであろう機械学習の方向性についてお話します。

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データに内在する構造をみるための埋め込み手法

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