DeepDance a.k.a 揚揚女團生產器 - 寒假規劃

DeepDance a.k.a 揚揚女團生產器 - 寒假規劃 === :::info 組長：余振揚信箱：NM6121030@gs.ncku.edu.tw Line：https://line.me/ti/p/1ULJgdvxqv 組員們😎 | 姓名 | DC名稱 | GitHub | | -------- | ------------- | -------- | | 余振揚 | 小魚 | [LittleFish-Coder](https://github.com/LittleFish-Coder) | | 顏鈺蓁 | yuchen170 | [yuchen170](https://github.com/yuchen170) | | 江宇浩 | HunkNow | | | 施尚均 | Finn | | | 吳出右 | 筍包 |[swenbao](https://github.com/swenbao)| | 黃大晟 | Cheng | | | 林子齊 | happyduckduck | | | 梁菁芸 | Whale | | ::: > <img src="https://github.com/LittleFish-Coder/basketball-sports-ai/raw/master/src/newjeans.gif" alt="newjeans"/> # Pipeline (專案規劃) - 先完成DeepFake(換臉) (寒假作業！) [作業繳交區](/H1uAugEta) - 短期參考這個Everybody Dance Now，實作出來 先實作這項 - Paper: https://arxiv.org/abs/1808.07371 - Blog: https://www.theverge.com/2018/8/26/17778792/deepfakes-video-dancing-ai-synthesis - GitHub:https://github.com/carolineec/EverybodyDanceNow - 最新paper - Animate Anyone： - Paper: https://arxiv.org/pdf/2311.17117.pdf - Blog: https://humanaigc.github.io/animate-anyone/ :::success **必讀專區** - 李宏毅老師必看影片 - GAN (機器學習2021): [GAN-1](https://youtu.be/4OWp0wDu6Xw) , [GAN-2](https://youtu.be/jNY1WBb8l4U), [GAN-3](https://youtu.be/MP0BnVH2yOo), [GAN-4](https://youtu.be/wulqhgnDr7E) - AutoEncoder (機器學習2021): [AE-1](https://youtu.be/3oHlf8-J3Nc), [AE-2](https://youtu.be/JZvEzb5PV3U) - DiffusionModel (機器學習2023): [速覽生成模型](https://youtu.be/z83Edfvgd9g), [Diffusion Model](https://youtu.be/azBugJzmz-o), [Stable Diffusion](https://youtu.be/JbfcAaBT66U) - DeepFaceLab - paper: https://arxiv.org/abs/2005.05535 - GitHub: https://github.com/iperov/DeepFaceLab - GAN - paper: https://arxiv.org/abs/1406.2661 - 中文筆記: https://blog.csdn.net/qq_44766883/article/details/112614827 - Diffusion Model - paper: https://arxiv.org/abs/2006.11239 - 中文筆記: https://medium.com/image-processing-and-ml-note/diffusion-models-b4609ff05ae6 ::: ## 需要用到的工具： - [Hugging Face](https://huggingface.co) (可能會使用到Diffusion Model) - [Pytorch Lightning](https://lightning.ai) (Pytorch的模組化框架) ## 自學教材： - PyTorch：兩個選一個看就好 - [Complete Beginner](https://youtube.com/playlist?list=PLqnslRFeH2UrcDBWF5mfPGpqQDSta6VK4&si=Wd_i_28-gLd3b_bR) - [Basic To Deeper](https://youtube.com/playlist?list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz&si=1iOKdFhxZiEtHbrA) - [Pytorch Lightning](https://youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP&si=0T8rJjZcofhzTn8L) # LeetCode Challenge - 規劃： - 週一～週四：2題Easy - 週五：1題Medium - 如果你有跟著我們狂做，寒假結束你就可以完成36題😎 - 題目： | 日期 | 題目一 | 題目二 | | -------- | ------ | ------ | | 1/8(一) | [2235. Add Two Integers](https://leetcode.com/problems/add-two-integers/description/) | [2651. Calculate Delayed Arrival Time](https://leetcode.com/problems/calculate-delayed-arrival-time/description/) | | 1/9(二) | [2413. Smallest Even Multiple](https://leetcode.com/problems/smallest-even-multiple/description/) | [2652. Sum Multiples](https://leetcode.com/problems/sum-multiples/description/) | | 1/10(三) | [1342. Number of Steps to Reduce a Number to Zero](https://leetcode.com/problems/number-of-steps-to-reduce-a-number-to-zero/description/) | [1688. Count of Matches in Tournament](https://leetcode.com/problems/count-of-matches-in-tournament/description/) | | 1/11(四) | [412. Fizz Buzz](https://leetcode.com/problems/fizz-buzz/description/) | [441. Arranging Coins](https://leetcode.com/problems/arranging-coins/description/) | | 1/12(五) | [2125. Number of Laser Beams in a Bank](https://leetcode.com/problems/number-of-laser-beams-in-a-bank/description/) | :D | | 1/13-14 | 休息 | 休息 | | 1/15(一) | [231. Power of Two](https://leetcode.com/problems/power-of-two/description/) | [69. Sqrt(x)](https://leetcode.com/problems/sqrtx/description/) | | 1/16(二) | [292. Nim Game](https://leetcode.com/problems/nim-game/description/) | [2469. Convert the Temperature](https://leetcode.com/problems/convert-the-temperature/description/) | | 1/17(三) | [1929. Concatenation of Array](https://leetcode.com/problems/concatenation-of-array/description/) | [35. Search Insert Position](https://leetcode.com/problems/search-insert-position/description/) | | 1/18(四) | [2535. Difference Between Element Sum and Digit Sum of an Array](https://leetcode.com/problems/difference-between-element-sum-and-digit-sum-of-an-array/description/) | [1281. Subtract the Product and Sum of Digits of an Integer](https://leetcode.com/problems/subtract-the-product-and-sum-of-digits-of-an-integer/description/) | | 1/19(五) | [49. Group Anagrams](https://leetcode.com/problems/group-anagrams/description/) | | | 1/20-21 | 休息 | 休息 |   # Deep Learning (2020 -> 2023 -> 2021) - 講師：國立台灣大學-李宏毅教授 - 機器學習 2020(General Concept)： - 內容：前10部影片會提到Machine Learning的基本知識，之後會進到Deep Learning，並帶到基礎的Classification, CNN及深度學習的其他廣泛任務常識。 - 播放清單：https://youtube.com/playlist?list=PLJV_el3uVTsPy9oCRY30oBPNLCo89yu49&si=aEtkTWurKlv-LrN3 - 機器學習2020官方網站(內含教材)：https://speech.ee.ntu.edu.tw/~hylee/ml/2020-spring.php - 機器學習 2021(Transformer)： - 內容：將會提到深度學習上會使用的模型以及任務，例如:RNN, Transformer等。 - 播放清單：https://youtube.com/playlist?list=PLJV_el3uVTsMhtt7_Y6sgTHGHp1Vb2P2J - 機器學習2021官方網站(內含教材)：https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.php - 機器學習 2023(生成式AI)：爆推！把它當連續劇看 - 內容：會提到生成式AI最屌的Diffusion Model，我也還沒看，一起看吧！ - 播放清單：https://youtube.com/playlist?list=PLJV_el3uVTsOePyfmkfivYZ7Rqr2nMk3W&si=j5sKrSaWlN_PdhyA - 機器學習2023官方網站(內含教材)：https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php # Frontend & Backend Development (Optional) 如果你對製作網站以及架設伺服器有興趣的話，請參考[網頁開發全攻略](/A0l0cM_sRz2zDJWsUkMyrg)。 # Workshop (還在想QAQ) - Copilot with VScode - Conda - [HuggingFace - Diffuser](/H8YXJGgpQQOiPPC9DHy2IQ) - Pytorch-Lightning # Paper ## DeepFake Dataset - FaceForensics++: Learning to Detect Manipulated Facial Images - Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics - The DeepFake Detection Challenge (DFDC) Dataset ## DeepFake Generation - GAN - Diffusion ## DeepFake Detection # Meeting ## 1/16 派作業: DeepFake換臉 ## 1/24 觀摩進度，報告paper ## 1/30 HuggingFace Diffuser