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Learning Tracking FY2021 #63

Open choshin84 opened 3 years ago

choshin84 commented 3 years ago

Tweet summary

Total: 22 books (5956pages), 3 lecture (70hrs)

Statistics: 14 books (3557pages), 1 lecture (5hrs)

Bayes: 4 books (1447pages), 2 lecture (64hrs)

Others (Algorithm, etc..): 4 books (952pages)

choshin84 commented 3 years ago

202007: [Statistics: p.221] 効果検証入門〜正しい比較のための因果推論／計量経済学の基礎 https://www.amazon.co.jp/dp/B0834JN23Y/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1

choshin84 commented 3 years ago

202007: [Statistics: p.283] データ分析のための数理モデル入門　本質をとらえた分析のために https://www.amazon.co.jp/gp/product/B0897SS2JP/ref=ppx_yo_dt_b_d_asin_title_o04?ie=UTF8&psc=1

choshin84 commented 3 years ago

202007: [Algorithm: p.256] 最適化手法入門 (データサイエンス入門シリーズ) https://www.amazon.co.jp/gp/product/B07ZD2TFTF/ref=ppx_yo_dt_b_d_asin_title_o03?ie=UTF8&psc=1

choshin84 commented 3 years ago

202008: [Bayes: p.223] 社会科学のための ベイズ統計モデリング https://www.amazon.co.jp/gp/product/4254128428/ref=ppx_od_dt_b_asin_title_s00?ie=UTF8&psc=1

choshin84 commented 3 years ago

202009: [Bayes: p.225] Probabilistic Programming & Bayesian Methods for Hackers https://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/

choshin84 commented 3 years ago

202009: [Statistics: p.211] とある弁当屋の統計技師(データサイエンティスト) ―データ分析のはじめかた― https://www.amazon.co.jp/gp/product/B00JESRZ0C/ref=ppx_yo_dt_b_d_asin_title_o00?ie=UTF8&psc=1

choshin84 commented 3 years ago

202009: [Statistics: p.204] とある弁当屋の統計技師(データサイエンティスト) 2―因子分析大作戦― https://www.amazon.co.jp/gp/product/B00JESRZ2U/ref=ppx_yo_dt_b_d_asin_title_o09?ie=UTF8&psc=1

choshin84 commented 3 years ago

202009: [Visualization: p.201] データ視覚化のデザイン https://www.amazon.co.jp/gp/product/B08BHZ4HT3/ref=ppx_yo_dt_b_d_asin_title_o05?ie=UTF8&psc=1

choshin84 commented 3 years ago

202010: [Statistics: p.171] グラフィカルモデル (機械学習プロフェッショナルシリーズ) https://www.amazon.co.jp/gp/product/B071DQP6WD/ref=ppx_yo_dt_b_d_asin_title_o04?ie=UTF8&psc=1

choshin84 commented 3 years ago

202010: [Others: p.147] 世界一わかりやすい 「医療政策」の教科書 https://www.amazon.co.jp/gp/product/4260025538/ref=ppx_od_dt_b_asin_title_s00?ie=UTF8&psc=1

choshin84 commented 3 years ago

202010: [Statistics: p.223] 計算統計学の方法―ブートストラップ・EMアルゴリズム・MCMC (シリーズ予測と発見の科学 5) https://www.amazon.co.jp/%E8%A8%88%E7%AE%97%E7%B5%B1%E8%A8%88%E5%AD%A6%E3%81%AE%E6%96%B9%E6%B3%95%E2%80%95%E3%83%96%E3%83%BC%E3%83%88%E3%82%B9%E3%83%88%E3%83%A9%E3%83%83%E3%83%97%E3%83%BBEM%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0%E3%83%BBMCMC-%E3%82%B7%E3%83%AA%E3%83%BC%E3%82%BA%E4%BA%88%E6%B8%AC%E3%81%A8%E7%99%BA%E8%A6%8B%E3%81%AE%E7%A7%91%E5%AD%A6-5-%E5%B0%8F%E8%A5%BF-%E8%B2%9E%E5%89%87/dp/4254127855

choshin84 commented 3 years ago

202010: [Statistics: p.180] 入門 統計的因果推論 https://www.amazon.co.jp/%E5%85%A5%E9%96%80-%E7%B5%B1%E8%A8%88%E7%9A%84%E5%9B%A0%E6%9E%9C%E6%8E%A8%E8%AB%96-Judea-Pearl/dp/4254122411

choshin84 commented 3 years ago

202010: [Statistics: p.223] つくりながら学ぶ! Pythonによる因果分析 (Compass Booksシリーズ) https://www.amazon.co.jp/gp/product/B08BV1FJ32/ref=ppx_yo_dt_b_d_asin_title_o03?ie=UTF8&psc=1

choshin84 commented 3 years ago

202010: [Statistics: p.106] サンプリングって何だろう――統計を使って全体を知る方法 (岩波科学ライブラリー) https://www.amazon.co.jp/gp/product/400029671X/ref=ppx_od_dt_b_asin_title_s00?ie=UTF8&psc=1

choshin84 commented 3 years ago

202011: [Bayes: 25hrs lecture] Bayesian Statistics offered by Duke Univ. https://www.coursera.org/learn/bayesian

choshin84 commented 3 years ago

202011: [Statistics: 4.5hrs lecture] 統計的因果推論入門 by Shiga Univ. https://www.youtube.com/playlist?list=PLL4x1Hu-A7jyQvYG3oTidZJJ6-fRF4d4l

choshin84 commented 3 years ago

202011: [Bayes: p.228] 基礎からのベイズ統計学

https://www.amazon.co.jp/%E5%9F%BA%E7%A4%8E%E3%81%8B%E3%82%89%E3%81%AE%E3%83%99%E3%82%A4%E3%82%BA%E7%B5%B1%E8%A8%88%E5%AD%A6-%E3%83%8F%E3%83%9F%E3%83%AB%E3%83%88%E3%83%8B%E3%82%A2%E3%83%B3%E3%83%A2%E3%83%B3%E3%83%86%E3%82%AB%E3%83%AB%E3%83%AD%E6%B3%95%E3%81%AB%E3%82%88%E3%82%8B%E5%AE%9F%E8%B7%B5%E7%9A%84%E5%85%A5%E9%96%80-%E8%B1%8A%E7%94%B0-%E7%A7%80%E6%A8%B9/dp/4254122128

choshin84 commented 3 years ago

202012: [Statistics: p.349] PRML 1 https://www.amazon.co.jp/%E3%83%91%E3%82%BF%E3%83%BC%E3%83%B3%E8%AA%8D%E8%AD%98%E3%81%A8%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92-%E4%B8%8A-C-M-%E3%83%93%E3%82%B7%E3%83%A7%E3%83%83%E3%83%97/dp/4621061224

choshin84 commented 3 years ago

202101: [Statistics: p.433] PRML 2 https://www.amazon.co.jp/%E3%83%91%E3%82%BF%E3%83%BC%E3%83%B3%E8%AA%8D%E8%AD%98%E3%81%A8%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92-%E4%B8%8B-%E3%83%99%E3%82%A4%E3%82%BA%E7%90%86%E8%AB%96%E3%81%AB%E3%82%88%E3%82%8B%E7%B5%B1%E8%A8%88%E7%9A%84%E4%BA%88%E6%B8%AC-C-M-%E3%83%93%E3%82%B7%E3%83%A7%E3%83%83%E3%83%97/dp/4621061240/ref=pd_bxgy_img_2/358-0121425-1091352?_encoding=UTF8&pd_rd_i=4621061240&pd_rd_r=432fa31c-18b2-452d-a513-04b0bd6364d5&pd_rd_w=VaE7T&pd_rd_wg=P5iDA&pf_rd_p=e64b0a81-ca1b-4802-bd2c-a4b65bccc76e&pf_rd_r=6NM2RK66RH8R7WE8NH7H&psc=1&refRID=6NM2RK66RH8R7WE8NH7H

choshin84 commented 3 years ago

202102: [Bayes: p771] ベイズ統計モデリング https://www.amazon.co.jp/%E3%83%99%E3%82%A4%E3%82%BA%E7%B5%B1%E8%A8%88%E3%83%A2%E3%83%87%E3%83%AA%E3%83%B3%E3%82%B0-R-JAGS-Stan%E3%81%AB%E3%82%88%E3%82%8B%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB-%E5%8E%9F%E8%91%97%E7%AC%AC2%E7%89%88/dp/4320113160

choshin84 commented 3 years ago

202103: [Statistics: p.245] 調査観察データの統計科学

https://www.amazon.co.jp/%E8%AA%BF%E6%9F%BB%E8%A6%B3%E5%AF%9F%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E7%B5%B1%E8%A8%88%E7%A7%91%E5%AD%A6%E2%80%95%E5%9B%A0%E6%9E%9C%E6%8E%A8%E8%AB%96%E3%83%BB%E9%81%B8%E6%8A%9E%E3%83%90%E3%82%A4%E3%82%A2%E3%82%B9%E3%83%BB%E3%83%87%E3%83%BC%E3%82%BF%E8%9E%8D%E5%90%88-%E3%82%B7%E3%83%AA%E3%83%BC%E3%82%BA%E7%A2%BA%E7%8E%87%E3%81%A8%E6%83%85%E5%A0%B1%E3%81%AE%E7%A7%91%E5%AD%A6-%E6%98%9F%E9%87%8E-%E5%B4%87%E5%AE%8F/dp/4000069721

choshin84 commented 3 years ago

202103: [Algorithm: p.348] アルゴリズムとデータ構造

https://www.amazon.co.jp/%E5%95%8F%E9%A1%8C%E8%A7%A3%E6%B1%BA%E5%8A%9B%E3%82%92%E9%8D%9B%E3%81%88%E3%82%8B-%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0%E3%81%A8%E3%83%87%E3%83%BC%E3%82%BF%E6%A7%8B%E9%80%A0-KS%E6%83%85%E5%A0%B1%E7%A7%91%E5%AD%A6%E5%B0%82%E9%96%80%E6%9B%B8-%E5%A4%A7%E6%A7%BB-%E5%85%BC%E8%B3%87/dp/4065128447/ref=pd_lpo_14_t_0/356-8512194-4312545?_encoding=UTF8&pd_rd_i=4065128447&pd_rd_r=a097304e-78c0-401c-8b3b-40043531fd6f&pd_rd_w=4sBCr&pd_rd_wg=0BsCM&pf_rd_p=cb2cef9d-b0a3-4b58-a575-45abfc5e07e8&pf_rd_r=EE7MJ0Q1ZW1S9JEA3GT7&psc=1&refRID=EE7MJ0Q1ZW1S9JEA3GT7

choshin84 commented 3 years ago

202103: [Statistics: p.416] Rによる統計的学習入門（ISL）

https://www.amazon.co.jp/R%E3%81%AB%E3%82%88%E3%82%8B-%E7%B5%B1%E8%A8%88%E7%9A%84%E5%AD%A6%E7%BF%92%E5%85%A5%E9%96%80-Gareth-James/dp/4254122241

choshin84 commented 3 years ago

202104: [Statistics: p292] 確率的グラフィカルモデル https://www.amazon.co.jp/%E7%A2%BA%E7%8E%87%E7%9A%84%E3%82%B0%E3%83%A9%E3%83%95%E3%82%A3%E3%82%AB%E3%83%AB%E3%83%A2%E3%83%87%E3%83%AB-%E9%88%B4%E6%9C%A8-%E8%AD%B2/dp/4320111397

choshin84 commented 3 years ago

202104: [Algorithm: p.300] Cによる探索プログラミング―基礎から遺伝的アルゴリズムまで https://www.amazon.co.jp/C%E3%81%AB%E3%82%88%E3%82%8B%E6%8E%A2%E7%B4%A2%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%9F%E3%83%B3%E3%82%B0%E2%80%95%E5%9F%BA%E7%A4%8E%E3%81%8B%E3%82%89%E9%81%BA%E4%BC%9D%E7%9A%84%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0%E3%81%BE%E3%81%A7-%E4%BC%8A%E5%BA%AD-%E6%96%89%E5%BF%97/dp/4274067300

choshin84 commented 3 years ago

WIP 202106: [Bayes: 39hrs lecture] probabilistic machine learning https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd