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31_2932_2934.mp3
那 這 個 輕 易 的 改 考 慮 更 多 天
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7.548783
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31_2934_2936.mp3
本 來 是 考 慮 前 七 天
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2.890048
31_2936_2938.mp3
然 後 考 慮 28 天 會 怎 麼 樣 呢
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5.107734
31_2938_2939.mp3
28 天 就 一 個 月
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-5.139345
[]
null
31_2939_2942.mp3
考 慮 前 一 個 月 每 一 天 的 觀 看 人 次
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11.718808
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23.391682
31_2943_2944.mp3
去 預 測 隔 天 的 觀 看 人 次
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31_2944_2946.mp3
預 測 出 來 結 果 怎 樣 呢
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-1.517124
31_2950_2952.mp3
那 在 2021 年 的 資 料 上
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1.269821
[]
null
31_2952_2955.mp3
在 沒 有 看 過 的 資 料 上 是 0.46k
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27.818169
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23.312842
31_2955_2958.mp3
看 起 來 又 更 好 一 點 好 28 天
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1.597573
[]
null
31_2958_2961.mp3
好 那 接 下 來 考 慮 56 天 會 怎 麼 樣 呢
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2.483699
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4.416582
31_2961_2964.mp3
在 訓 練 資 料 上 是 稍 微 再 好 一 點
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45.072748
31_2966_2969.mp3
在 沒 看 過 的 資 料 上 還 是 0.46k
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31_2970_2974.mp3
考 慮 更 多 天 沒 有 辦 法 再 更 進 步 了
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31_2974_2975.mp3
看 來 考 慮 天 數 這 件 事
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35.390355
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35.862089
31_2975_2978.mp3
也 許 已 經 到 了 一 個 極 限
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15.374274
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24.612466
31_2978_2980.mp3
好 那 這 邊 這 些 模 型
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0.807717
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6.323015
31_2980_2982.mp3
它 們 都 是 把 輸 入 的 這 個 x
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13.373259
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13.696854
31_2983_2984.mp3
這 個 x 還 記 得 它 叫 什 麼 嗎
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3.807385
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3.04981
31_2985_2987.mp3
把 feature 乘 上 一 個 weight
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-4.700474
31_2987_2989.mp3
再 加 上 一 個 bias 就 得 到 預 測 的 結 果
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17.733802
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17.845787
31_2989_2992.mp3
這 樣 的 模 型 有 一 個 共 同 的 名 字
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31.959192
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29.636643
31_2992_2994.mp3
叫 做 linear model
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9.247528
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7.051776
31_2994_2995.mp3
那 我 們 接 下 來 會 看
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21.069046
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18.743598
31_2996_2998.mp3
怎 麼 把 linear model 做 得 更 好
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8.257259
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12.544448
32_2_3.mp3
想 要 跟 大 家 分 享 的
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34.441388
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33.323626
32_8_10.mp3
什 麼 是 reward shaping 呢
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31.276654
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31.090458
32_17_18.mp3
得 到 一 堆 reward
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47.063777
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45.896532
32_29_31.mp3
該 做 什 麼 不 做 什 麼
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30.924771
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30.114511
32_52_53.mp3
那 意 味 著 什 麼
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44.236397
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41.710933
32_62_64.mp3
得 到 的 reward 都 是 0 嘛
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23.202618
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22.645542
32_67_69.mp3
那 如 果 不 管 執 行 什 麼 action
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38.408529
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38.303506
32_71_74.mp3
那 你 根 本 沒 有 辦 法 去 train 你 的 actor
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41.453151
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40.720345
32_147_148.mp3
你 至 少 整 場 遊 戲 玩 完
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38.701785
32_153_155.mp3
你 要 叫 機 械 手 臂 去 拴 螺 絲
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37.400922
32_160_163.mp3
不 管 它 做 什 麼 事 情 都 沒 差
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43.760438
32_167_169.mp3
好 那 遇 到 這 種 狀 況 的 時 候 怎 麼 辦 呢
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27.365749
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26.964342
32_184_185.mp3
也 就 是 我 們
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32.106157
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30.477795
32_198_199.mp3
那 這 種 東
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48.151329
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48.225055
32_199_201.mp3
這 種 訂 額 外 的 reward
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48.990052
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48.843082
32_207_210.mp3
其 實 也 很 擅 長 做 reward shaping
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35.342736
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35.136097
32_211_212.mp3
舉 例 來 說
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-2.590835
[]
null
32_222_226.mp3
然 後 帶 一 群 人 呢 去 找 寶 藏
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46.083658
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45.421636
32_229_231.mp3
那 由 旬 是 什 麼 單 位 我 也 忘 了
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41.84078
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41.732978
32_258_259.mp3
就 去 休 息 了
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39.971321
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37.888093
32_266_267.mp3
那 領 隊 有 法 力
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33.699983
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32.381551
32_324_326.mp3
然 後 最 後 你 就 可 以 博 班 畢 業
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42.453272
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42.291176
32_326_328.mp3
這 樣 一 步 一 步 的 往 前 走
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40.087942
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40.041267
32_333_334.mp3
我 實 在 是 有 點 受 不 了 了
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18.375533
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18.341401
32_336_338.mp3
要 再 業 配 也 沒 幾 次 了
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29.267319
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29.079591
32_349_351.mp3
給 大 家 參 考
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31.515923
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29.82027
32_351_352.mp3
那 這 邊 舉 的 例 子 呢
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40.754146
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40.800142
32_357_358.mp3
所 以 這 邊 呢
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27.91786
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26.122127
32_380_384.mp3
這 邊 的 每 一 個 選 手 都 不 是 人
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2.736925
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2.929767
32_384_387.mp3
每 一 個 選 手 通 通 都 是 機 器
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3.371105
32_388_390.mp3
所 以 你 仔 細 看 一 下 會 發 現 說
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5.616649
32_390_392.mp3
有 些 人 的 行 為 很 奇 怪
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-1.258014
[]
null
32_392_393.mp3
比 如 說 右 上 角 這 個 人
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32_393_396.mp3
它 還 蠻 容 易 卡 牆 的
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5.416661
32_396_399.mp3
右 上 角 這 個 人 還 蠻 容 易 卡 牆 的
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6.475617
32_399_400.mp3
它 在 撞 牆 壁
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4.626628
32_401_403.mp3
因 為 它 不 是 個 人 它 是 一 個 機 器
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3.108941
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2.914125
32_406_407.mp3
大 概 是 什 麼 樣 的 遊 戲
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49.708012
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49.599301
32_409_413.mp3
它 是 個 長 達 兩 小 時 的 史 詩 級 的 戰 鬥
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32_435_437.mp3
來 訓 練 agent
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29.961279
32_452_452.mp3
第 二 點 它 說
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45.875672
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42.985133
32_464_465.mp3
你 要 死 掉 才 扣 分
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39.981961
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37.905208
32_465_467.mp3
但 是 如 果 機 器 要 到 死 掉
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43.382
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42.993683
32_470_472.mp3
那 它 可 能 要 很 花 很 久 的 時 間
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49.879987
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49.866379
32_501_504.mp3
好 接 下 來 就 是 一 些 比 較 有 趣 的 reward 了
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47.670523
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47.626777
32_530_531.mp3
那 多 划 不 來
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43.044189
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41.175792
32_562_565.mp3
agent 每 活 著 它 就 要 被 扣 分
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39.159406
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39.001436
32_575_577.mp3
或 者 是 甚 至 是 一 件 正 面 的 事 情
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41.033331
32_585_588.mp3
它 就 在 邊 緣 一 直 自 轉 就 好
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25.358191
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25.349399
32_588_589.mp3
它 在 邊 緣 一 直 轉 圈 圈 就 好
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49.098269
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49.092204
32_595_597.mp3
也 許 這 樣 是 一 個 最 安 全 的 做 法
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33.777449
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32.490867
32_609_611.mp3
所 以 這 是 一 個 非 常 有 趣 的
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47.899824
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47.77855
32_613_615.mp3
那 看 到 這 些 reward shaping 你 就 會 發 現 說
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43.332892
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43.355805
32_629_632.mp3
那 今 天 再 舉 另 外 一 個 reward shaping 的 例 子
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46.033557
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45.917131
32_634_636.mp3
那 這 個 機 器 手 臂 的 工 作 呢
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47.077715
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46.972772
32_636_638.mp3
就 是 把 這 個 藍 色 的 板 子
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47.631034
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47.477081
32_645_647.mp3
把 藍 色 的 板 子 插 到 這 個 棍 子 上
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39.452272
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37.73839
32_649_651.mp3
但 是 你 可 能 會 想 到 一 個
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26.858958
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26.858958
32_651_653.mp3
很 直 覺 的 reward shaping 的 方 法 是
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40.270604
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40.110812
32_656_657.mp3
離 這 個 棍 子 越 近
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41.513757
32_657_660.mp3
那 我 們 得 到 的 reward 就 越 大
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35.552149
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34.552893
32_675_679.mp3
機 械 手 臂 也 是 想 把 藍 色 的 板 子 挪 進 棍 子
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40.829907
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40.241472
32_679_681.mp3
但 它 做 的 事 情 呢
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39.33991
32_707_709.mp3
你 在 用 的 時 候 必 須 要 小 心
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43.081683
32_734_737.mp3
curiosity based 的 reward shaping
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36.791552
32_742_744.mp3
給 機 器 加 上 好 奇 心
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34.545154
32_761_763.mp3
它 就 被 加 分
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33.439304
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31.958665
32_773_775.mp3
那 這 個 我 們 等 一 下 再 解 釋
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40.247403
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39.974197
32_786_788.mp3
那 我 們 來 播 一 下 這 個 demo
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38.301798
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36.776881
32_862_864.mp3
我 把 它 停 下 來 等 我 一 下
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29.365815
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27.621423
32_873_875.mp3
破 關 就 可 以 得 到 positive 的 reward
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36.924993
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36.819098
32_877_879.mp3
破 關 可 以 得 到 positive reward 也 沒 用 啦
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45.171901
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45.052068
32_879_881.mp3
這 種 reward 太 sparse 了
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37.672857
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37.492965
32_881_882.mp3
大 概 很 難 拿 來 訓 練 agent
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30.159326
32_884_886.mp3
你 要 不 斷 地 看 到 新 東 西
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