{"topic":{"id":11842,"title":"【学习打卡】从负一开始的深度学习/机器学习之旅","slug":"topic","categoryId":4,"createdAt":"2024-04-28 00:27:30.24174","bumpedAt":"2024-05-26 16:17:58.831102","views":1324,"postsCount":63,"highestPostNumber":63,"likeCount":16,"closed":false,"pinned":false,"pinnedGlobally":false,"pinnedAt":null,"pinnedUntil":null,"isBanner":false,"excerpt":"","deletedAt":null,"isAnonymous":false,"category":{"id":4,"name":"谈笑风生","slug":"general","color":"25AAE2"},"author":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif"},"tags":[]},"posts":[{"id":30966,"postNumber":1,"raw":"![IMG_2188|690x370](/uploads/image/23/0b/230bd62aa10c7212ddeb748e293e7b42f52ac1e829dff06e61dca006fdd69e36.avif)","cooked":"

$\"IMG_2188\"$

\n","createdAt":"2024-04-28 00:27:30.350116","updatedAt":"2024-04-28 00:27:30.350116","replyToPostNumber":null,"replyCount":0,"likeCount":1,"wordCount":1,"liked":false,"bookmarked":false,"polls":[],"reactions":[{"reaction":"❤️","count":1,"users":[{"id":307,"username":"Fast","name":null}],"hasReacted":false}],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30967,"postNumber":2,"raw":"为什么说是从 -1 开始？\n因为我没学过 python😢","cooked":"

为什么说是从 -1 开始？
\n因为我没学过 python😢

\n","createdAt":"2024-04-28 00:28:12.556877","updatedAt":"2024-04-28 00:28:12.556877","replyToPostNumber":null,"replyCount":0,"likeCount":0,"wordCount":17,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30968,"postNumber":3,"raw":"为什么要学这门课？\n原因一：\n楼主的父母希望楼主在假期能多去外国见见世面，所以打算在这个暑假报名一个英国的暑研，刚好涉及到机器学习的内容，于是打算在暑假前学习相关知识以便在出国研学能有收获（打算明年去报新加坡的那个）\n![b077abeccc28517446ba2326d2253e22|432x500](/uploads/image/8e/5f/8e5fa7938b503882f5ed667936653e289505bd47f66e5e6ad9d876a7dc9864ad.avif)","cooked":"

为什么要学这门课？
\n原因一：
\n楼主的父母希望楼主在假期能多去外国见见世面，所以打算在这个暑假报名一个英国的暑研，刚好涉及到机器学习的内容，于是打算在暑假前学习相关知识以便在出国研学能有收获（打算明年去报新加坡的那个）
\n $\"b077abeccc28517446ba2326d2253e22\"$

\n","createdAt":"2024-04-28 00:31:02.259433","updatedAt":"2024-04-28 00:31:02.259433","replyToPostNumber":null,"replyCount":1,"likeCount":0,"wordCount":107,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30969,"postNumber":4,"raw":"原因二：\n**“不觉得 AI 绘画很酷吗？作为一名理工男我觉得这太酷了，很符合我对未来生活的想象，科技并带着趣味”** 。","cooked":"

原因二：
\n“不觉得 AI 绘画很酷吗？作为一名理工男我觉得这太酷了，很符合我对未来生活的想象，科技并带着趣味” 。

\n","createdAt":"2024-04-28 00:33:04.043607","updatedAt":"2024-04-28 00:33:04.043607","replyToPostNumber":null,"replyCount":0,"likeCount":0,"wordCount":52,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30970,"postNumber":5,"raw":"预计学习时长：\n每日一小时左右，学习 30-60 天","cooked":"

预计学习时长：
\n每日一小时左右，学习 30-60 天

\n","createdAt":"2024-04-28 00:33:52.617544","updatedAt":"2024-04-28 00:33:52.617544","replyToPostNumber":null,"replyCount":0,"likeCount":0,"wordCount":19,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30973,"postNumber":6,"raw":"机器学习应用导向 + 速成 + 调包侠可以下载一本 [*Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition*](https://www.oreilly.com/library/view/hands-on-machine-learning/9781098125967/?_gl=1*1swu9ve*_ga*NDA3MzE5MjY0LjE3MTQyNjczNTI.*_ga_092EL089CH*MTcxNDI2NzM1Mi4xLjEuMTcxNDI2NzM2Mi41MC4wLjA.) 常备，最新版大部分代码配好环境后就能直接跑（虽然 TensorFlow 不是学界主流）。","cooked":"

机器学习应用导向 + 速成 + 调包侠可以下载一本 Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition 常备，最新版大部分代码配好环境后就能直接跑（虽然 TensorFlow 不是学界主流）。

\n","createdAt":"2024-04-28 01:28:44.894021","updatedAt":"2024-04-28 01:34:54.131025","replyToPostNumber":null,"replyCount":0,"likeCount":1,"wordCount":63,"liked":false,"bookmarked":false,"polls":[],"reactions":[{"reaction":"❤️","count":1,"users":[{"id":1462,"username":"snowind","name":"钰雪泠风"}],"hasReacted":false}],"wiki":false,"version":2,"publicVersion":2,"deletedAt":null,"isAnonymous":false,"user":{"id":1288,"username":"LittleWangInShanghai","name":"小王在上海","avatarUrl":"/uploads/image/63/d2/63d25f4f2f6693f9ab450f32bd8d04e2d29f96a980b51555a585423f113c4a58.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30977,"postNumber":7,"raw":"这个暑研不但水而且算是最贵的（无论总价还是日均","cooked":"

这个暑研不但水而且算是最贵的（无论总价还是日均

\n","createdAt":"2024-04-28 02:57:44.400812","updatedAt":"2024-04-28 02:57:44.400812","replyToPostNumber":null,"replyCount":2,"likeCount":1,"wordCount":23,"liked":false,"bookmarked":false,"polls":[],"reactions":[{"reaction":"❤️","count":1,"users":[{"id":175,"username":"argmin","name":null}],"hasReacted":false}],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1047,"username":"anonymous_coward_old","name":"Anonymous Coward Old","avatarUrl":"/uploads/image/43/32/4332638c11248b8ff07033c11de0759a55205facfbec85e14458245a91991faf.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30978,"postNumber":8,"raw":"就当是旅游了 :stuck_out_tongue_winking_eye:\n（几万块真不算贵）","cooked":"

就当是旅游了 😜
\n（几万块真不算贵）

\n","createdAt":"2024-04-28 02:59:37.194275","updatedAt":"2024-04-28 02:59:37.194275","replyToPostNumber":7,"replyCount":0,"likeCount":0,"wordCount":16,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30979,"postNumber":9,"raw":"之前了解了一下，基本上暑研都在不到十万吧，感觉都能接受，香港的好像是费用最少的","cooked":"

之前了解了一下，基本上暑研都在不到十万吧，感觉都能接受，香港的好像是费用最少的

\n","createdAt":"2024-04-28 03:01:30.504112","updatedAt":"2024-04-28 03:05:25.398899","replyToPostNumber":7,"replyCount":0,"likeCount":0,"wordCount":39,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30981,"postNumber":10,"raw":"如果你是我想的那个人，建议你别在群里提，不然会接着收获出国✌️复读打断 l 讨论","cooked":"

如果你是我想的那个人，建议你别在群里提，不然会接着收获出国✌️复读打断 l 讨论

\n","createdAt":"2024-04-28 03:08:50.918843","updatedAt":"2024-04-28 03:08:50.918843","replyToPostNumber":null,"replyCount":2,"likeCount":0,"wordCount":37,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1047,"username":"anonymous_coward_old","name":"Anonymous Coward Old","avatarUrl":"/uploads/image/43/32/4332638c11248b8ff07033c11de0759a55205facfbec85e14458245a91991faf.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30982,"postNumber":11,"raw":"天啊，其实我有些无法理解（我说的哪句话让你认为不太正常？），能详细说说吗\n（我是认真的）","cooked":"

天啊，其实我有些无法理解（我说的哪句话让你认为不太正常？），能详细说说吗
\n（我是认真的）

\n","createdAt":"2024-04-28 03:12:44.115124","updatedAt":"2024-04-28 03:21:12.88559","replyToPostNumber":10,"replyCount":0,"likeCount":1,"wordCount":41,"liked":false,"bookmarked":false,"polls":[],"reactions":[{"reaction":"❤️","count":1,"users":[{"id":1047,"username":"anonymous_coward_old","name":"Anonymous Coward Old"}],"hasReacted":false}],"wiki":false,"version":2,"publicVersion":2,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30989,"postNumber":12,"raw":"哥们你全网同名啊","cooked":"

哥们你全网同名啊

\n","createdAt":"2024-04-28 03:53:34.349532","updatedAt":"2024-04-28 03:53:34.349532","replyToPostNumber":null,"replyCount":1,"likeCount":0,"wordCount":8,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":2643,"username":"xiaozhaiweixiaohyy","name":"洗衣机","avatarUrl":null,"admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30991,"postNumber":13,"raw":"行的端坐的正，有什么不能说的？","cooked":"

行的端坐的正，有什么不能说的？

\n","createdAt":"2024-04-28 03:58:20.260853","updatedAt":"2024-04-28 03:58:20.260853","replyToPostNumber":12,"replyCount":0,"likeCount":1,"wordCount":15,"liked":false,"bookmarked":false,"polls":[],"reactions":[{"reaction":"❤️","count":1,"users":[{"id":346,"username":"hoist","name":null}],"hasReacted":false}],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":30999,"postNumber":14,"raw":"李宏毅老师 2023 的课程主要集中在生成式 AI（LLM 和 diffusion 等等），作业和内容比较脱节，这样你做作业可能完全不懂。我觉得 2022 的更适合入门。","cooked":"

李宏毅老师 2023 的课程主要集中在生成式 AI（LLM 和 diffusion 等等），作业和内容比较脱节，这样你做作业可能完全不懂。我觉得 2022 的更适合入门。

\n","createdAt":"2024-04-28 04:55:08.056383","updatedAt":"2024-04-28 04:55:08.056383","replyToPostNumber":null,"replyCount":1,"likeCount":1,"wordCount":57,"liked":false,"bookmarked":false,"polls":[],"reactions":[{"reaction":"🐈️","count":1,"users":[{"id":1929,"username":"Quit","name":"Qwen"}],"hasReacted":false},{"reaction":"❤️","count":1,"users":[{"id":1929,"username":"Quit","name":"Qwen"}],"hasReacted":false}],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":31,"username":"TsuinoSora","name":null,"avatarUrl":"/uploads/image/77/06/7706643ba6d3ee1ec9d0070db0ad8a22bed8651fa8eb829cf44df4d20fa24b3b.avif","admin":false,"moderator":true,"signatureRaw":null,"signatureCooked":null}},{"id":31000,"postNumber":15,"raw":"谢谢🙏","cooked":"

谢谢🙏

\n","createdAt":"2024-04-28 04:59:10.264481","updatedAt":"2024-04-28 04:59:10.264481","replyToPostNumber":14,"replyCount":0,"likeCount":0,"wordCount":3,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31001,"postNumber":16,"raw":"买 ROG 送的鼠标没到一年就坏了，还不能保修，非常不愉快☹️","cooked":"

买 ROG 送的鼠标没到一年就坏了，还不能保修，非常不愉快☹️

\n","createdAt":"2024-04-28 05:12:13.396494","updatedAt":"2024-04-28 05:20:33.416827","replyToPostNumber":null,"replyCount":0,"likeCount":0,"wordCount":26,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":2,"publicVersion":2,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31010,"postNumber":17,"raw":"0-1.5 小时\n下载了 python\n下载了 pycharm \n学习了基本语法\n输入输出 eval 函数\n看懂了示例的 python 代码","cooked":"

0-1.5 小时
\n下载了 python
\n下载了 pycharm
\n学习了基本语法
\n输入输出 eval 函数
\n看懂了示例的 python 代码

\n","createdAt":"2024-04-28 07:13:05.690716","updatedAt":"2024-04-28 07:13:05.690716","replyToPostNumber":null,"replyCount":1,"likeCount":0,"wordCount":34,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31011,"postNumber":18,"raw":"啥也不是，散会","cooked":"

啥也不是，散会

\n","createdAt":"2024-04-28 07:13:26.424103","updatedAt":"2024-04-28 07:13:26.424103","replyToPostNumber":17,"replyCount":0,"likeCount":0,"wordCount":7,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31015,"postNumber":19,"raw":"学粉群 9.0 吗？抽象","cooked":"

学粉群 9.0 吗？抽象

\n","createdAt":"2024-04-28 09:11:13.312791","updatedAt":"2024-04-28 09:11:13.312791","replyToPostNumber":10,"replyCount":1,"likeCount":0,"wordCount":8,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":2899,"username":"wing","name":"wingqwq","avatarUrl":null,"admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31016,"postNumber":20,"raw":"软院的群吧😅","cooked":"

软院的群吧😅

\n","createdAt":"2024-04-28 09:20:15.471767","updatedAt":"2024-04-28 09:20:15.471767","replyToPostNumber":19,"replyCount":0,"likeCount":0,"wordCount":6,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":1462,"username":"snowind","name":"钰雪泠风","avatarUrl":"/uploads/image/fe/1b/fe1b72a5bc9c6627ba278dcbf984e7df1ea9312337d26621073777c71cbb2e4d.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31063,"postNumber":21,"raw":"真想做暑研的话 NUS 的暑研别去，那个根本不是暑研而是暑校，就是上几段课然后新加坡旅游。真想做暑研得自己看看国内或者国外哪些组招暑研学生，然后发邮件和老师面试。","cooked":"

真想做暑研的话 NUS 的暑研别去，那个根本不是暑研而是暑校，就是上几段课然后新加坡旅游。真想做暑研得自己看看国内或者国外哪些组招暑研学生，然后发邮件和老师面试。

\n","createdAt":"2024-04-29 02:10:24.44924","updatedAt":"2024-04-29 02:10:24.44924","replyToPostNumber":null,"replyCount":1,"likeCount":0,"wordCount":77,"liked":false,"bookmarked":false,"polls":[],"reactions":[],"wiki":false,"version":1,"publicVersion":1,"deletedAt":null,"isAnonymous":false,"user":{"id":3323,"username":"csranking2022","name":"void","avatarUrl":"/uploads/image/ce/3e/ce3e9a757f80fbffa390f56dde39a2858deb338750799abd7b95dacb0f23bd26.avif","admin":false,"moderator":false,"signatureRaw":null,"signatureCooked":null}},{"id":31064,"postNumber":22,"raw":"另外最好先跟着做段真正的科研看看能不能坚持下来。目前从你在门和群里的发言来看，你只是更喜欢曝光和关注罢了，浮躁的心态做不出东西。","cooked":"

另外最好先跟着做段真正的科研看看能不能坚持下来。目前从你在门和群里的发言来看，你只是更喜欢曝光和关注罢了，浮躁的心态做不出东西。

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想见世面别报英国的暑研，直接奔着 UCB 的交换

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这种不叫暑研吧，纯骗钱项目，不如在家看看 Stanford 的公开课

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NUS 那个本来就是 summer workshop 而不是 research intern，翻译成暑研并不合适，后续的毕设项目 NGNE 才比较像是 RA 的。

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凡是没有一个确定导师的项目，要交学费的项目，都不是暑研

暑研一般都是发钱的。

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大一太早了

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篮球杯喜提一个省三陪跑，拜拜了您内

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确实我看见 NUS 的 SOC 现在都是叫 workshop 了

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其实我的想法是在大学把能尝试的活动都尝试一遍（学科竞赛/科研/实习/卷 gpa 吧啦吧啦），再看看自己擅长那个（也许用擅长不太好），至少这样子能填补很多时间的空白（再怎么说也比浑浑噩噩强）

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虽然说努力要找准方向，但是对于一个大一的学生来说，方向这个东西还是太模糊了，但是假如到了明年的这个时间（大二下），再做决定未免也太晚了

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第三虽然不知道您是谁，但是或许您也是软院的学长，就对我而言我认为在网上用固定 id 发言（混眼熟/半实名）还是非常有意义的，因为社交能力还是要在人与人的交流中锻炼出来的（我只在西交相关的平台用这个 id，所以接触到的都是学姐学长吧），对于当下的新生开始，能得到学长们的指点可以说是一件非常幸运的事情了（当然如果是肯定就更好了）

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1.5-2.5h
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3.5-6h，学习至词频统计

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6-7 45/56

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7-8 56/56

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楼主加油！

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8-9 导论，简介

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9-10 遇到了一些困难

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10-11 安装环境

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