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你 完 全 可 以 再 來 修 這 一 門 課
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You are absolutely welcome to take this course again
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clips/week1_1-clips/201-week1_1.wav
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甚 至 假 設 你 修 過 基 石 跟 技 法 的 話
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Even assuming you have studied foundation and techniques
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clips/week1_1-clips/202-week1_1.wav
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你 會 發 現 說 這 門 課 跟 基 石 跟 技 法
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You will find this course is related to the foundation and techniques
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clips/week1_1-clips/203-week1_1.wav
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它 正 好 可 以 銜 接 在 一 起
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They can seamlessly connect together.
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clips/week1_1-clips/204-week1_1.wav
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這 個 我 有 研 究 一 下 田 神 的 課 程 了
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I've studied a bit about Tian Shen's course
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clips/week1_1-clips/205-week1_1.wav
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這 個 我 研 究 一 下 林 軒 田 老 師 的 課 程
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Let me research a bit on Professor Lin Xuan Tian's course
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clips/week1_1-clips/206-week1_1.wav
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你 知 道 這 個 機 器 學 習 技 法 結 尾 的 時 候
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Do you know when this machine learning technique ends?
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就 是 要 講 深 度 學 習 的 技 術 嘛
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It's about delivering deep learning techniques
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那 我 們 這 門 課 就 從 深 度 學 習 的 技 術 開 始 講 起
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In this course, we will start from the deep learning techniques
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clips/week1_1-clips/209-week1_1.wav
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那 這 門 課 的 另 外 一 個 特 色 啊
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That's another unique feature of this course
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clips/week1_1-clips/210-week1_1.wav
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是 我 們 會 從 最 基 本 的 觀 念
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We will start with the most basic concepts
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講 到 最 前 瞻 的 技 術
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speaking of the most forward-looking technology,
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那 因 為 我 們 花 很 多 力 氣 講 最 前 瞻 的 技 術
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We've put a lot of effort into teaching cutting-edge techniques
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clips/week1_1-clips/213-week1_1.wav
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那 這 個 是 一 般 機 器 學 習 的 課 程
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This is a typical machine learning course
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你 就 算 在 其 他 的 學 校 聽 到 的 機 器 學 習 的 課 程
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Even if you've taken other machine learning courses at other schools
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clips/week1_1-clips/215-week1_1.wav
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可 能 也 不 管 是 在 台 灣 還 是 國 外
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Regardless of whether you are in Taiwan or abroad
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聽 到 機 器 學 習 課 程
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When you hear about the machine learning course
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clips/week1_1-clips/217-week1_1.wav
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可 能 都 不 會 含 括 這 麼 進 階 的 技 術 了
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Probably wouldn't include such advanced techniques
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clips/week1_1-clips/218-week1_1.wav
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我 們 會 從 最 基 本 的 技 術 講 到 最 進 階 的 技 術
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We will cover techniques from basic to advanced
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clips/week1_1-clips/219-week1_1.wav
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那 為 了 要 在 一 學 期 的 課 程 裡 面
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In order to overcome obstacles in a semester course
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clips/week1_1-clips/220-week1_1.wav
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把 這 些 最 進 階 的 技 術 統 統 講 進 去
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To include all of these advanced techniques
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clips/week1_1-clips/221-week1_1.wav
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所 以 在 這 個 機 器 學 習 模 型 的 選 擇 上 呢
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So, when it comes to the choice of this machine learning model,
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clips/week1_1-clips/222-week1_1.wav
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我 們 只 能 講 深 度 學 習
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We can only discuss deep learning
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clips/week1_1-clips/223-week1_1.wav
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我 們 可 能 沒 有 時 間 講 其 他 的 技 術
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We may not have time to talk about other techniques
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clips/week1_1-clips/224-week1_1.wav
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那 但 是 就 其 他 的 機 器 學 習 課 程 會 講 其 他 的 技 術
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But other machine learning courses will talk about other techniques
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clips/week1_1-clips/225-week1_1.wav
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所 以 這 門 課 我 們 就 專 注 在 深 度 學 習 上 就 好
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So in this course, we will focus solely on deep learning
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clips/week1_1-clips/226-week1_1.wav
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好 那 所 以 這 門 課 呢
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Alright, so this course
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clips/week1_1-clips/227-week1_1.wav
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你 可 以 把 它 當 作 是 你 的 第 一 門
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You can consider it as your first course.
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clips/week1_1-clips/228-week1_1.wav
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machine learning 的 啟 蒙 課 程
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Foundation course in Machine Learning
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clips/week1_1-clips/229-week1_1.wav
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那 如 果 你 有 修 過 林 軒 田 老 師 的 機 器 學 習
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If you have taken Professor Lin Hsuan-tien's machine learning course
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clips/week1_1-clips/230-week1_1.wav
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那 很 歡 迎 你 來 修 這 門 課 程
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You are very welcome to take this course
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clips/week1_1-clips/231-week1_1.wav
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更 深 入 了 解 深 度 學 習
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Gain a deeper understanding of deep learning
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clips/week1_1-clips/232-week1_1.wav
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那 你 修 完 這 門 課 以 後
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After you finish this course
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clips/week1_1-clips/233-week1_1.wav
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以 後 你 也 可 以 再 去 修
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You can also revise it in the future
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clips/week1_1-clips/234-week1_1.wav
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林 軒 田 老 師 的 機 器 學 習 課 程
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Professor Lin Hsuan-Tien's machine learning course
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clips/week1_1-clips/235-week1_1.wav
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你 可 以 更 清 楚 機 器 學 習 的 其 他 模 型
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You will have a clearer understanding of other machine learning models
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clips/week1_1-clips/236-week1_1.wav
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你 可 以 更 清 楚 機 器 學 習 相 關 的 理 論
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You can better understand the theory associated with machine learning
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clips/week1_1-clips/237-week1_1.wav
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那 你 在 修 完 這 門 課 以 後
|
After you finish this course
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clips/week1_1-clips/238-week1_1.wav
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你 可 以 去 上 其 他 更 進 階 的 課 程
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You could take other more advanced courses
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clips/week1_1-clips/239-week1_1.wav
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有 很 多 是 把 這 個 深 度 學 習 的 技 術
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Many of them are about the techniques of deep learning
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clips/week1_1-clips/240-week1_1.wav
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用 在 computer vision 就 是 電 腦 視 覺
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Used in Computer Vision, which is computer vision
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clips/week1_1-clips/241-week1_1.wav
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或 者 是 人 類 語 言 處 理
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Or human language processing
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clips/week1_1-clips/242-week1_1.wav
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或 者 是 金 融 科 技 相 關 的 課 程
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Or related financial technology courses
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clips/week1_1-clips/243-week1_1.wav
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那 你 修 這 門 課 以 後
|
So after you've taken this course
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clips/week1_1-clips/244-week1_1.wav
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你 可 以 把 這 門 課 學 到 的 技 術
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You can use the techniques learned in this class
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clips/week1_1-clips/245-week1_1.wav
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用 在 其 他 各 式 各 樣 的 領 域 上
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Use it in various other fields
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clips/week1_1-clips/246-week1_1.wav
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那 這 一 門 課 的 作 業 呢
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How about the assignments for this course?
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clips/week1_1-clips/247-week1_1.wav
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包 含 了 這 門 課 的 每 一 個 作 業 啊
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Including every assignment in this course,
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clips/week1_1-clips/248-week1_1.wav
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會 有 選 擇 題 或 者 是 有 leaderboard
|
There will be multiple choice questions or a Leaderboard
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clips/week1_1-clips/249-week1_1.wav
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或 者 是 選 擇 題 跟 leaderboard 兩 者 都 有
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Or there are both multiple choice questions and a Leaderboard
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clips/week1_1-clips/250-week1_1.wav
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那 選 擇 題 的 部 分 呢
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What about the multiple-choice part?
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clips/week1_1-clips/251-week1_1.wav
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我 想 大 家 都 很 知 道
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I think everyone knows
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clips/week1_1-clips/252-week1_1.wav
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都 很 清 楚 什 麼 是 選 擇 題
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It's quite clear what multiple-choice questions are
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clips/week1_1-clips/253-week1_1.wav
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應 該 就 不 用 多 講
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We should not need to talk much
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clips/week1_1-clips/254-week1_1.wav
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那 選 擇 題 透 過 ntu cool 來 繳 交
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Please submit the multiple-choice assignments through NTU COOL
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clips/week1_1-clips/255-week1_1.wav
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那 leaderboard 的 部 分
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As for the Leaderboard part
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clips/week1_1-clips/256-week1_1.wav
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我 們 會 用 kaggle 或 者 是 judgeboi
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We will use Kaggle or JudgeBoi
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clips/week1_1-clips/257-week1_1.wav
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那 如 果 你 不 知 道 kaggle 是 什 麼 的 話
|
And if you don't know what Kaggle is
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也 沒 有 關 係
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That's okay, too
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clips/week1_1-clips/259-week1_1.wav
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這 個 等 一 下 呢 會 解 釋 kaggle 是 什 麼
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I'll explain what Kaggle is in a moment
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clips/week1_1-clips/260-week1_1.wav
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那 judgeboi 呢
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What about JudgeBoi?
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clips/week1_1-clips/261-week1_1.wav
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是 這 一 門 課 專 屬 的 kaggle
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This is the Kaggle exclusive to this course
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clips/week1_1-clips/262-week1_1.wav
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因 為 有 很 多 我 們 想 要 的 功 能 呢
|
Because there are many features we want
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clips/week1_1-clips/263-week1_1.wav
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kaggle 是 沒 有 支 援 的
|
Kaggle is not supported
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clips/week1_1-clips/264-week1_1.wav
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所 以 為 了 要 完 成 某 些 作 業
|
So in order to complete some assignments
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clips/week1_1-clips/265-week1_1.wav
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我 們 這 一 門 課 由 我 們 自 己 助 教
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This course is taught by our own teaching assistants
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clips/week1_1-clips/266-week1_1.wav
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花 很 多 力 氣 寫 的 專 屬 的 kaggle
|
The Kaggle that took a lot of effort to write
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clips/week1_1-clips/267-week1_1.wav
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我 們 叫 做 judgeboi
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We are called JudgeBoi
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clips/week1_1-clips/268-week1_1.wav
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那 每 一 個 作 業 呢
|
How about each assignment
|
clips/week1_1-clips/269-week1_1.wav
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會 要 求 你 把 完 成 這 一 門 作 業 所 需 的 程 式
|
You'll be required to write the program necessary to complete the assignments for this course
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clips/week1_1-clips/270-week1_1.wav
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透 過 ntu cool 上 傳
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Upload via NTU COOL
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clips/week1_1-clips/271-week1_1.wav
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那 相 關 的 規 定 等 一 下 會 再 細 講
|
We'll go into detail about the relevant regulations later.
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clips/week1_1-clips/272-week1_1.wav
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那 這 一 門 課 有 15 個 作 業
|
This course has 15 assignments
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clips/week1_1-clips/273-week1_1.wav
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那 每 個 作 業 呢 佔 10 分
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Each assignment is worth 10 points
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clips/week1_1-clips/274-week1_1.wav
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我 們 在 15 個 作 業 裡 面 呢
|
We had 15 assignments
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clips/week1_1-clips/275-week1_1.wav
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你 只 需 要 完 成 10 個 就 好
|
You only need to complete 10 tasks
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clips/week1_1-clips/276-week1_1.wav
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我 們 只 會 選 10 個 你 得 到 最 高 分 的 作 業
|
We will only pick the top 10 homework assignments that you scored highest
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clips/week1_1-clips/277-week1_1.wav
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來 計 算 你 的 總 成 績
|
To calculate your final grade
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clips/week1_1-clips/278-week1_1.wav
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那 所 以 這 門 課 啊
|
So, about this course
|
clips/week1_1-clips/279-week1_1.wav
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它 是 自 助 餐 式 的 學 習 什 麼 意 思 呢
|
It's a self-service learning, what does that mean?
|
clips/week1_1-clips/280-week1_1.wav
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我 們 有 15 個 作 業
|
We have 15 assignments
|
clips/week1_1-clips/281-week1_1.wav
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你 並 不 需 要 把 所 有 作 業 都 做 完
|
You don't need to finish all the assignments
|
clips/week1_1-clips/282-week1_1.wav
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我 們 讓 你 自 己 決 定 這 15 個 作 業 裡 面
|
We let you decide in these 15 assignments
|
clips/week1_1-clips/283-week1_1.wav
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你 想 完 成 哪 10 個
|
Which 10 tasks do you want to complete?
|
clips/week1_1-clips/284-week1_1.wav
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那 有 同 學 可 能 會 覺 得 說
|
Some students might think that
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clips/week1_1-clips/285-week1_1.wav
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唉 呀 這 個 怎 麼 出 15 個 作 業 這 麼 多 呢
|
Oh dear, how did this end up being 15 homework assignments?
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clips/week1_1-clips/286-week1_1.wav
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甚 至 也 有 同 學 會 覺 得 說
|
There might even be some students who wonder
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clips/week1_1-clips/287-week1_1.wav
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哇 10 個 作 業 太 多 了
|
Wow, 10 homework assignments are too many
|
clips/week1_1-clips/288-week1_1.wav
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那 15 個 有 15 個 作 業 意 味 著
|
Having 15 tasks means there are 15 tasks
|
clips/week1_1-clips/289-week1_1.wav
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我 們 幾 乎 每 週 都 有 作 業
|
We have assignments almost every week
|
clips/week1_1-clips/290-week1_1.wav
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有 10 個 作 業 意 味 著 1~2 週 就 得 繳 一 次 作 業
|
10 assignments mean you have to submit an assignment every 1 to 2 weeks
|
clips/week1_1-clips/291-week1_1.wav
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這 個 作 業 也 未 免 太 多 了
|
This homework's quantity is a bit too much
|
clips/week1_1-clips/292-week1_1.wav
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怎 麼 會 有 這 麼 多 呢
|
Why are there so many?
|
clips/week1_1-clips/293-week1_1.wav
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那 為 了 要 囊 括 所 有 機 器 學 習
|
That's in order to encompass all of machine learning
|
clips/week1_1-clips/294-week1_1.wav
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今 日 我 覺 得 重 要 的 主 題
|
Today's important theme, in my opinion
|
clips/week1_1-clips/295-week1_1.wav
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我 覺 得 是 需 要 15 個 作 業 的
|
I believe there will be 15 assignments
|
clips/week1_1-clips/296-week1_1.wav
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那 這 15 個 作 業 是 我 已 經 思 考 良 久 以 後
|
These 15 assignments are something I've thought about for a long time.
|
clips/week1_1-clips/297-week1_1.wav
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在 經 過 一 番 取 捨 以 後
|
After considering and making choices
|
clips/week1_1-clips/298-week1_1.wav
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所 剩 下 來 的 15 個 作 業
|
The remaining 15 homework assignments
|
clips/week1_1-clips/299-week1_1.wav
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已 經 沒 有 辦 法 再 更 少 了
|
Can't get any less now
|
clips/week1_1-clips/300-week1_1.wav
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