Advent Calendar 2020 / Organization

九工大古川研 Advent Calendar 2020

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Category：Organization

九州工業大学古川研究室

アルゴリズム開発・脳型知能に関する研究室

九州工業大学の古川研究室です。

古川研究室はアルゴリズム開発・脳型知能に関する研究室で機械学習手法の勉強をしています。

2019年に引き続き、今年も日頃の研究で培った技術のアウトプット先として Advent Calendar を利用したいと思います。

学生が書いたものですので内容が曖昧であったり表現が多少異なったりする場合があります。解説記事というより勉強のメモとして捉えてください。
それでもよければ、是非、読んでいってください！

2019年夏に非公式で開催したAdvent Calendar: https://qiita.com/flab5420/items/aee38a24be700d146817
2019年のAdvent Calendar: https://qiita.com/advent-calendar/2019/flab

Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
29	30	@forusufia 時系列データってなんだっけ？ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@syusyumk2 ガウス過程回帰の実装〜InfTucker実装を目指して〜 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 教師なしの機械学習モデルでもgridsearchCVを使ってパラメータ探索がしたい！ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 固有値と固有ベクトルを簡単に書いてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kpasso1015 Juliaで Unsupervised Kernel Regression 実装 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@hirowatari-s Matplotlibで画像を表示するimshowの初歩 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi LDAの生成過程（トピックモデル） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tanacchi 局所線形回帰を完全に理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@hirowatari-s 情報量・エントロピー・相互情報量のまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi 非負値テンソル因子分解(NTF):学習の可視化 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@student-i PACベイズの基礎についてまとめる Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 matplotlibを使ってきて個人的に為になったTipsの紹介 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@nakashima1125 (理論編)PCAを理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kpasso1015 Jaxで自動微分を使って Unsupervised Kernel Regression 実装 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tanacchi UKR like Neural Network Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 (実装編)PCAを理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kz-halfmoon なんで機械学習は「とりあえず二乗誤差」で測るの？ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@takuro-Ishida わかった気になれるイェンセンの不等式 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 線形回帰モデルのDualとカーネル関数について Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@nakashima1125 (導出)ガウス過程回帰を理解したい-Gaussian Process Regression Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 (実装)ガウス過程回帰を理解したい-Gaussian Process Regression Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@ae14watanabe 深層（でない）生成モデルとしての教師なしカーネル回帰 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 GPLVMを実装してみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 Nadaraya-watosonを理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@ae14watanabe 条件付き確率分布の表現方法についてメモ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	26

@forusufia
時系列データってなんだっけ？
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@syusyumk2
ガウス過程回帰の実装〜InfTucker実装を目指して〜
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@tsuno0829
教師なしの機械学習モデルでもgridsearchCVを使ってパラメータ探索がしたい！
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@nakashima1125
固有値と固有ベクトルを簡単に書いてみた
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@kpasso1015
Juliaで Unsupervised Kernel Regression 実装
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@hirowatari-s
Matplotlibで画像を表示するimshowの初歩
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@K_Noguchi
LDAの生成過程（トピックモデル）
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@tanacchi
局所線形回帰を完全に理解したい
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@hirowatari-s
情報量・エントロピー・相互情報量のまとめ
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@K_Noguchi
非負値テンソル因子分解(NTF):学習の可視化
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@student-i
PACベイズの基礎についてまとめる
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@tsuno0829
matplotlibを使ってきて個人的に為になったTipsの紹介
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@nakashima1125
(理論編)PCAを理解したい
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@kpasso1015
Jaxで自動微分を使って Unsupervised Kernel Regression 実装
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@tanacchi
UKR like Neural Network
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@nakashima1125
(実装編)PCAを理解したい
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@kz-halfmoon
なんで機械学習は「とりあえず二乗誤差」で測るの？
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@takuro-Ishida
わかった気になれるイェンセンの不等式
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@nakashima1125
線形回帰モデルのDualとカーネル関数について
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@nakashima1125
(導出)ガウス過程回帰を理解したい-Gaussian Process Regression
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@nakashima1125
(実装)ガウス過程回帰を理解したい-Gaussian Process Regression
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@ae14watanabe
深層（でない）生成モデルとしての教師なしカーネル回帰
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@nakashima1125
GPLVMを実装してみた
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@nakashima1125
Nadaraya-watosonを理解したい
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@ae14watanabe
条件付き確率分布の表現方法についてメモ
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Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
29	30	@forusufia 時系列データってなんだっけ？ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@syusyumk2 ガウス過程回帰の実装〜InfTucker実装を目指して〜 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 教師なしの機械学習モデルでもgridsearchCVを使ってパラメータ探索がしたい！ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 固有値と固有ベクトルを簡単に書いてみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kpasso1015 Juliaで Unsupervised Kernel Regression 実装 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@hirowatari-s Matplotlibで画像を表示するimshowの初歩 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi LDAの生成過程（トピックモデル） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tanacchi 局所線形回帰を完全に理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@hirowatari-s 情報量・エントロピー・相互情報量のまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@K_Noguchi 非負値テンソル因子分解(NTF):学習の可視化 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@student-i PACベイズの基礎についてまとめる Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tsuno0829 matplotlibを使ってきて個人的に為になったTipsの紹介 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@nakashima1125 (理論編)PCAを理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kpasso1015 Jaxで自動微分を使って Unsupervised Kernel Regression 実装 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@tanacchi UKR like Neural Network Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 (実装編)PCAを理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@kz-halfmoon なんで機械学習は「とりあえず二乗誤差」で測るの？ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@takuro-Ishida わかった気になれるイェンセンの不等式 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 線形回帰モデルのDualとカーネル関数について Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@nakashima1125 (導出)ガウス過程回帰を理解したい-Gaussian Process Regression Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 (実装)ガウス過程回帰を理解したい-Gaussian Process Regression Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@ae14watanabe 深層（でない）生成モデルとしての教師なしカーネル回帰 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 GPLVMを実装してみた Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@nakashima1125 Nadaraya-watosonを理解したい Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@ae14watanabe 条件付き確率分布の表現方法についてメモ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	26

@forusufia
時系列データってなんだっけ？
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@syusyumk2
ガウス過程回帰の実装〜InfTucker実装を目指して〜
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@tsuno0829
教師なしの機械学習モデルでもgridsearchCVを使ってパラメータ探索がしたい！
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@nakashima1125
固有値と固有ベクトルを簡単に書いてみた
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@kpasso1015
Juliaで Unsupervised Kernel Regression 実装
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@hirowatari-s
Matplotlibで画像を表示するimshowの初歩
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@K_Noguchi
LDAの生成過程（トピックモデル）
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@tanacchi
局所線形回帰を完全に理解したい
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@hirowatari-s
情報量・エントロピー・相互情報量のまとめ
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@K_Noguchi
非負値テンソル因子分解(NTF):学習の可視化
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@student-i
PACベイズの基礎についてまとめる
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@tsuno0829
matplotlibを使ってきて個人的に為になったTipsの紹介
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@nakashima1125
(理論編)PCAを理解したい
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@kpasso1015
Jaxで自動微分を使って Unsupervised Kernel Regression 実装
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@tanacchi
UKR like Neural Network
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@nakashima1125
(実装編)PCAを理解したい
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@kz-halfmoon
なんで機械学習は「とりあえず二乗誤差」で測るの？
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@takuro-Ishida
わかった気になれるイェンセンの不等式
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@nakashima1125
線形回帰モデルのDualとカーネル関数について
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@nakashima1125
(導出)ガウス過程回帰を理解したい-Gaussian Process Regression
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@nakashima1125
(実装)ガウス過程回帰を理解したい-Gaussian Process Regression
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@ae14watanabe
深層（でない）生成モデルとしての教師なしカーネル回帰
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@nakashima1125
GPLVMを実装してみた
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@nakashima1125
Nadaraya-watosonを理解したい
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@ae14watanabe
条件付き確率分布の表現方法についてメモ
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