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    <title>DEV Community: nguyên</title>
    <description>The latest articles on DEV Community by nguyên (@npv2k1).</description>
    <link>https://dev.to/npv2k1</link>
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      <title>DEV Community: nguyên</title>
      <link>https://dev.to/npv2k1</link>
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    <item>
      <title>Awesome Youtube</title>
      <dc:creator>nguyên</dc:creator>
      <pubDate>Fri, 25 Jun 2021 12:11:05 +0000</pubDate>
      <link>https://dev.to/npv2k1/awesome-youtube-1kej</link>
      <guid>https://dev.to/npv2k1/awesome-youtube-1kej</guid>
      <description>&lt;p&gt;github: &lt;a href="https://github.com/npv2k1/awesome-yt"&gt;https://github.com/npv2k1/awesome-yt&lt;/a&gt;&lt;br&gt;
website: &lt;a href="https://awesome-yt.vercel.app"&gt;https://awesome-yt.vercel.app&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  List
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Programming&lt;/li&gt;
&lt;li&gt;Web development&lt;/li&gt;
&lt;li&gt;Software Engineers&lt;/li&gt;
&lt;li&gt;Computer sciences&lt;/li&gt;
&lt;li&gt;Python&lt;/li&gt;
&lt;li&gt;R&lt;/li&gt;
&lt;li&gt;Julia&lt;/li&gt;
&lt;li&gt;Flutter&lt;/li&gt;
&lt;li&gt;Ruby&lt;/li&gt;
&lt;li&gt;Audio and video&lt;/li&gt;
&lt;li&gt;Cybersercurity&lt;/li&gt;
&lt;li&gt;Internet&lt;/li&gt;
&lt;li&gt;Math&lt;/li&gt;
&lt;li&gt;Data Science&lt;/li&gt;
&lt;li&gt;Data Engineering&lt;/li&gt;
&lt;li&gt;Machine Learning&lt;/li&gt;
&lt;li&gt;Game development&lt;/li&gt;
&lt;li&gt;AI Research&lt;/li&gt;
&lt;li&gt;Digital Design&lt;/li&gt;
&lt;li&gt;Operating Systems&lt;/li&gt;
&lt;li&gt;Hardware&lt;/li&gt;
&lt;li&gt;life Skills And Job Searching&lt;/li&gt;
&lt;li&gt;Electronics&lt;/li&gt;
&lt;li&gt;Pobcasts&lt;/li&gt;
&lt;li&gt;Organizations&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Programming
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Freecodecamp"&gt;freeCodeCamp.org&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GeeksLesson"&gt;Geek's Lesson&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/nesoacademy/videos"&gt;Neso Academy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TensorProgramming"&gt;Tensor Programming&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCsBjURrPoezykLs9EqgamOA"&gt;Fireship&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/intellipaaat"&gt;Intellipaat&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ProgrammingKnowledge"&gt;ProgrammingKnowledge&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC4JX40jDee_tINbkjycV4Sg"&gt;Tech With Tim&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCRLEADhMcb8WUdnQ5_Alk7g"&gt;Aaron Jack&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/JavaBrainsChannel"&gt;Java Brains&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/99baddawg"&gt;Ben Awad&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/IAmTimCorey"&gt;IAmTimCorey&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CSDojo/featured"&gt;CS Dojo&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DevonCrawford/featured"&gt;Devon Crawford&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GiraffeAcademy/featured"&gt;Mike Dane&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/programmingwithmosh"&gt;Programming with Mosh&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCdngmbVKX1Tgre699-XLlUA"&gt;TechWorld with Nana&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCTjPBE9BNsmv44wgxWEy2zw"&gt;Will Kwan&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCKuDLsO0Wwef53qdHPjbU2Q"&gt;William Lin&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/WilliamFiset-videos"&gt;WilliamFiset&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCV0qA-eDDICsRR9rPcnG7tw"&gt;Joma Tech&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCwgKmJM4ZJQRJ-U5NjvR2dg"&gt;george hotz archive&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCyrF_lsKS9kQ3OUKQkgYh3A"&gt;maria sitkovets&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/shiffman"&gt;The Coding Train&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodingTech"&gt;Coding Tech&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/SimplifiedcodingNetOfficial"&gt;Simplified Coding&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/smartherd"&gt;Smartherd&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCQ2zUgxOwo5lzX11maTQmng"&gt;Asto Way&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/KennyGunderman/featured"&gt;Kenny Gunderman&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/gerardonfiya/featured"&gt;Gerard Taylor&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCaiL2GDNpLYH6Wokkk1VNcg"&gt;mCoding&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DonJonesConTech"&gt;Don Jones&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/derekbanas/featured"&gt;Derek Banas&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/briantwill"&gt;Brian Will&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LearningLad"&gt;LearningLad&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CalebTheVideoMaker2"&gt;Caleb Curry&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodingEntrepreneurs"&gt;CodingEntrepreneurs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/SebastiaanMath%C3%B4t"&gt;Sebastiaan Mathôt&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AngelSix"&gt;AngelSix&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DataDaft"&gt;DataDaft&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCO1cgjhGzsSYb1rsB4bFe4Q"&gt;Fun Fun Function&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GiraffeAcademy/"&gt;Mike Dane&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCXpGqiSd3BD0FQ9OP3ziFsw"&gt;KodingKevin&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/TheChernoProject"&gt;The Cherno&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/HusseinNasser-software-engineering"&gt;Hussein Nasser&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC_fFL5jgoCOrwAVoM_fBYwA"&gt;Alex Lee&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RedisUniversity"&gt;Redis University&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NeuralNine"&gt;NeuralNine&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/realpython"&gt;Real Python&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LucidProgramming"&gt;LucidProgramming&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/ElfocrashDev"&gt;Nick Chapsas&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/PythonIn1Minute"&gt;Python In 1 Minute&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AndreasKling"&gt;Andreas Kling&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCX7-Wi9ioslA9691INtFO5Q"&gt;Hackers Realm&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC4SVo0Ue36XCfOyb5Lh1viQ"&gt;Bro Code&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCmWDlvMYYEbW42B8JyxFBcA"&gt;NullPointer Exception&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/dotNET"&gt;dotNET&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Csharp-video-tutorialsBlogspot"&gt;kudvenkat&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCg1SjE1gwO8A0xqoFtfLEAA"&gt;Ian Schoenrock&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC-yuWVUplUJZvieEligKBkA"&gt;javidx9&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Web development
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC80PWRj_ZU8Zu0HSMNVwKWw"&gt;Codevolution&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/FluxWithRanSegall"&gt;Flux&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Techsithtube"&gt;techsith&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC4QVZ552Q-dXIdMSc2cewcA"&gt;CSS Animation&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TheCharmefis"&gt;Dani Krossing&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/JavaScriptMastery"&gt;JavaScript Mastery&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Omatum"&gt;Omatum&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/PunitChawla"&gt;Punit Chawla&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DevEd"&gt;Dev Ed&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DesignCourse"&gt;DesignCourse&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TraversyMedia"&gt;Traversy Media&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/acinteractivedesign"&gt;Thomas Bradley&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RedStapler_channel"&gt;Red Stapler&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCsKsymTY_4BYR-wytLjex7A"&gt;Brian Design&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AngularFirebase"&gt;Fireship&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Academind"&gt;Academind&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/FlorinPop"&gt;Florin Pop&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LevelUpTuts"&gt;LevelUpTuts&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/programmingwithmosh"&gt;Programming with Mosh&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/learncodeacademy"&gt;LearnCode.academy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RawCoding"&gt;Raw Coding&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LayoutLand"&gt;Layout Land&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TheNetNinja"&gt;The Net Ninja&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/kepowob"&gt;Kevin Powell&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/hswolff"&gt;Harry Wolff&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodingGarden"&gt;Coding Garden&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/HiteshChoudharydotcom"&gt;Hitesh Choudhary&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/swyxTV"&gt;swyx&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/flintyara"&gt;Yuri Artyukh&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Lengstorf"&gt;Jason Lengstorf&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DevTipsForDesigners/"&gt;DevTips&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCbwXnUipZsLfUckBPsC7Jog"&gt;Online Tutorials&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Bitfumes/"&gt;Bitfumes&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCFbNIlppjAuEX4znoulh0Cw"&gt;Web Dev Simplified&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/BenAwad97/"&gt;Ben Awad&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ebenezerdon/"&gt;Ebenezer Don&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UClb90NQQcskPUGDIXsQEz5Q"&gt;Dev Ed&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/SteveGriffith-Prof3ssorSt3v3"&gt;Steve Griffith - Prof3ssorSt3v3&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TraversyMedia/featured"&gt;Traversy Media&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCzNf0liwUzMN6_pixbQlMhQ"&gt;Coder Coder&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/FilipDev/featured"&gt;Filip&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCW5YeuERMmlnqo4oq8vwUpg"&gt;The Net Ninja&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCJZv4d5rbIKd4QHMPkcABCw"&gt;Kevin Powell&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCeU-1X402kT-JlLdAitxSMA"&gt;Florin Pop&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Software Engineers
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LearnGoogleSpreadsheets"&gt;Learn Google Spreadsheets&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/amamd91"&gt;ICT Tutorial Channel&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/OnlineTrainingforEveryone"&gt;Online Training for Everyone&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Simonsezit"&gt;Simon Sez IT&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TomScottGo"&gt;Tom Scott&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/KeepOnCoding"&gt;Keep On Coding&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/EngineerMan"&gt;Engineer Man&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCEDkO7wshcDZ7UZo17rPkzQ"&gt;mayuko&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC2WHjPDvbE6O328n17ZGcfg"&gt;ForrestKnight&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCKvwPt6BifPP54yzH99ff1g"&gt;Kevin Naughton Jr.&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCWr0mx597DnSGLFk1WfvSkQ"&gt;Kalle Hallden&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/calvinchancreates"&gt;calvin.c&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCaO6VoaYJv4kS-TQO_M-N_g/featured"&gt;Clément Mihailescu&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NickWhite/featured"&gt;Nick White&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/TwentyFi5ToLife"&gt;Coding With Zhia&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/givemeabreak2469/featured"&gt;Carla Notarobot&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Computer sciences
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/zachstar"&gt;Zach Star&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DomainofScience"&gt;Domain of Science&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/nesoacademy"&gt;Neso Academy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/Computerphile"&gt;Computerphile&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/stanfordonline"&gt;stanfordonline&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/FCIHOCW"&gt;FCIH OCW&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/mitocw"&gt;MIT OpenCourseWare&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw"&gt;3Blue1Brown&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Socratica"&gt;Socratica&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCZCFT11CWBi3MHNlGf019nw"&gt;Abdul Bari&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UClEEsT7DkdVO_fkrBw0OTrA"&gt;mycodeschool&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GaryExplains"&gt;Gary Explains&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Python
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NeuralNine"&gt;NeuralNine&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Coreyms/featured"&gt;Corey Schafer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/sentdex"&gt;sentdex&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/KGMIT/featured"&gt;Keith Galli&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/realpython/videos"&gt;Real Python&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC68KSmHePPePCjW4v57VPQg"&gt;Python Programmer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCti8KSLHdoVd7K0VZwUZk_g"&gt;Computational Biology with Python&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  R
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/safe4democracy"&gt;David Robinson&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/asianlongboarder"&gt;Andrew Couch&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCTTBgWyJl2HrrhQOOc710kA"&gt;Julia Silge&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCRhUp6SYaJ7zme4Bjwt28DQ/featured"&gt;David Langer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCP8l94xtoemCH_GxByvTuFQ"&gt;TidyX&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Julia
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/JuliaLanguage"&gt;The Julia Programming Language&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Flutter
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TheFlutterWay/featured"&gt;The Flutter Way&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCwXdFgeE9KYzlDdR7TG9cMw"&gt;Flutter&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/playlists?list=PLOU2XLYxmsIK0r_D-zWcmJ1plIcDNnRkK"&gt;The Boring Flutter Development Show&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/FlutterExplained"&gt;Flutter Explained&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TadasPetra/featured"&gt;Tadas Petra&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LearnFlutterCode/featured"&gt;Learn App Code&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/FunwithFlutter/featured"&gt;Fun with Flutter&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RobertBrunhage/featured"&gt;Robert Brunhage&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/FlutterCommunityVideos/featured"&gt;Flutter Community&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/SuperDeclarative/featured"&gt;SuperDeclarative!&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Afgprogrammer/featured"&gt;Afgprogrammer&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Ruby
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCkoEStUK7wxmZef2DcPuCAQ/featured"&gt;zayne - YouTube&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/kadwill"&gt;Tom Kadwill - YouTube&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GorailsTV/featured"&gt;GoRails - YouTube&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DriftingRuby/featured"&gt;Drifting Ruby - YouTube&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Audio and video
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Obedia"&gt;OBEDIA&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/BlackMixture"&gt;Black Mixture&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/avnishparker"&gt;Avnish Parker&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DenyKingYoutube"&gt;Deny King&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/AndrewPPrice"&gt;Blender Guru&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/mediagabbitt"&gt;Grant Abbitt&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CGFastTrack"&gt;CG Fast Track&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCuNhGhbemBkdflZ1FGJ0lUQ"&gt;DUCKY 3D&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCb_NEjjKOXV9pilaSOjlkZA"&gt;Akash Murthy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCgWd1Q2dcWdqCGNl5BijFsA"&gt;Bela Platform&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/cycling74com"&gt;Cycling '74&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCf-VdHm0OyV_TKD5BU9yIXw"&gt;Digital Signal Processing&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/elifieldsteel"&gt;Eli Fieldsteel - Supercollider&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCaF6fKdDrSmPDmiZcl9KLnQ"&gt;JUCE&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCQB04t2hxSBVTjxpbIHdI-w"&gt;Sam Aaron - Sonic Pi&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCEMuqW8dYhhbs4uXtcAaHvQ"&gt;Seth Adams - Deep Learning Audio&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCpKb02FsH4WH4X_2xhIoJ1A"&gt;The Audio Programmer&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Cybersercurity
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Cyberspatial/about"&gt;Cyberspatial&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DavidBombal"&gt;David Bombal&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCkefXKtInZ9PLsoGRtml2FQ"&gt;Professor Messer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodeCommand"&gt;CodeCommand&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LiveOverflowCTF"&gt;LiveOverflow&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCgTNupxATBfWmfehv21ym-g"&gt;NullByte&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC0ZTPkdxlAKf-V33tqXwi3Q"&gt;Hackersploit&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GeraldAuger"&gt;Gerald Auger&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NetworkChuck"&gt;Network Chuck&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Internet
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NetVNbuitronghieu"&gt;Net VN&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCtuXekfqj-paqsxtqVNCC2A"&gt;Network Direction&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NetworKingInc"&gt;NetworKing&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/PowerCertAnimatedVideos"&gt;PowerCert Animated Videos&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Math
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/joshstarmer"&gt;StatQuest with Josh Starmer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw"&gt;3Blue1Brown&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ritvikmath"&gt;ritvikmath&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/zedstatistics"&gt;zedstatistics&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/BrandonFoltz/featured"&gt;Brandon Foltz&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/jonkrohnlearns"&gt;Mathematical Foundations of ML with Jon Krohn&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/MathTheBeautiful/playlists"&gt;MathTheBeautiful&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DrTreforBazett/playlists"&gt;Dr.Trefor Bazett&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Data Science
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCiT9RITQ9PW6BhXK0y2jaeg"&gt;Ken Jee&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC2UXDak6o7rBm23k3Vv5dww"&gt;Tina Huang&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCV8e2g4IWQqK71bbzGDEI4Q"&gt;Data Professor&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/krishnaik06"&gt;Krish Naik&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC6VPXglDoZYMOj2kr-flNJQ"&gt;Imaad Mohamed Khan&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ImportData1/featured"&gt;Import Data&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCv83tO5cePwHMt1952IVVHw"&gt;James Briggs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/95shawshankk19"&gt;Shashank Kalanithi&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC7cs8q-gJRlGwj4A8OmCmXg"&gt;Alex The Analyst&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC7T_528unh2ZgnVcx1sl7oA/channels"&gt;How to Get an Analytics Job&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCDoIFHMTKsgIweO-OZt1ecw"&gt;Chris Lovejoy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCbWVgqVWcthADXHgxXJn1bA"&gt;Anastasia K&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCcQx1UnmorvmSEZef4X7-6g"&gt;Data Science Jay&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCW8Ews7tdKKkBT6GdtQaXvQ"&gt;Nate at StrataScratch&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCLLw7jmFsvfIVaUFsLs8mlQ"&gt;Luke Barousse&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/inferno0709"&gt;Madhav Thaker&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCenqe6Cvfd47aHAOb9Qe8yA/featured"&gt;Damsel in Data&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCKPyg5gsnt6h0aA8EBw3i6A"&gt;RichardOnData&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCY2ifv8iH1Dsgjrz-h3lWLQ"&gt;Part Time Larry&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCkYooZtwK_RJAd9SdL1jfeA/featured"&gt;The High ROI Data Scientist&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCBV194XNr6CIQCCuw1v2rMQ"&gt;dataslice&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCAWsBMQY4KSuOuGODki-l7A"&gt;Data Interview Pro&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/dataschool/featured"&gt;Data School&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCQSMCVUX1HgrwxJhO_7VrJQ/featured"&gt;DataInterview&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/365DataScience/videos"&gt;365 Data Science&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC5Uikv2NXsZ4ZEWOGyW__3A"&gt;Data Science Society&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Data Engineering
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/SeattleDataGuy"&gt;Seattle Data Guy&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCAxnMry1lETl47xQWABvH7g"&gt;Karolina Sowinska&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/atozknowledgevideos/featured"&gt;Data Engineering&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCiWjUAmiF3v91NbHOKuPNow/videos"&gt;Tuan Vu&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCX5KGm1UmEFYYQfMmcluapQ"&gt;StartDataEngineering&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodeFirstio/featured"&gt;Code First&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Machine Learning
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AbhishekThakurAbhi"&gt;Abhishek Thakur&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AhladKumar"&gt;Ahlad Kumar&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AladdinPersson"&gt;Aladdin Persson&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AndreasMueller"&gt;Andreas Mueller&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/dataschool"&gt;Data School&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCHB9VepY6kYvZjj0Bgxnpbw"&gt;Henry AI Labs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/howardjeremyp"&gt;Jeremy Howard&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RasaHQ"&gt;Rasa&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/YannicKilcher"&gt;Yannic Kilcher&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCXZCJLdBC09xxGZ6gcdrc6A"&gt;OpenAI&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/K%C3%A1rolyZsolnai"&gt;Two Minute Papers&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCUzGQrN-lyyc0BWTYoJM_Sg"&gt;What's AI&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCr8O8l5cCX85Oem1d18EezQ"&gt;Daniel Bourke&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/marksaroufim"&gt;Mark Saroufim&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/NicholasRenotte"&gt;Nicholas Renotte&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AbhishekThakurAbhi"&gt;Abhishek Thakur&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AladdinPersson"&gt;Aladdin Persson&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodeEmporium/featured"&gt;CodeEmporium&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCmOwsoHty5PrmE-3QhUBfPQ"&gt;Jay Alammar&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/CodeThisCodeThat/featured"&gt;Yacine Mahdid&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCHB9VepY6kYvZjj0Bgxnpbw/featured"&gt;Henry AI Labs&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCsh8qhZ4Wm2IJDRsNr_5Z0A"&gt;Smitha Kolan - Machine Learning Engineer&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/aicoffeebreak"&gt;AI Coffee Break with Letitia&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC4UJ26WkceqONNF5S26OiVw"&gt;deeplizard&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC1OLIHvAKBQy3o5LcbbxUSg"&gt;The Independent Code&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AlfredoCanziani/featured"&gt;Alfredo Canziani&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCbOX--VOebPe-MMRkatFRxw/featured"&gt;Cassie Kozyrkov&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AIEngineeringLife/featured"&gt;AIEngineering&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCk1u5_qq_nrdz13-o5K6beQ"&gt;Kapil Sachdeva&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AICoding/featured"&gt;AI Coding&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCZPFjMe1uRSirmSpznqvJfQ"&gt;Valerio Velardo - The Sound of AI&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Game development
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ScriptersWar"&gt;ScriptersWar&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Brackeys"&gt;Brackeys&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/JonasTyroller"&gt;Jonas Tyroller&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RealTutsGML"&gt;RealTutsGML&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCX4mqbvv5lGqLpI4FYlJt4w"&gt;Mark Rise&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ChrisCourses"&gt;Chris Courses&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Zenva"&gt;Zenva&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/MixandJam"&gt;Mix and Jam&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/SebastianLague"&gt;Sebastian Lague&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DaFluffyPotato"&gt;DaFluffyPotato&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ChiliTomatoNoodle"&gt;ChiliTomatoNoodle&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCxboW7x0jZqFdvMdCFKTMsQ"&gt;GDQuest&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/uheartbeast"&gt;HeartBeast&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/MethMethMethod"&gt;Meth Meth Method&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ClearCode"&gt;Clear Code&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  AI Research
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/AIJournal"&gt;AI Journal&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCNIkB2IeJ-6AmZv7bQ1oBYg"&gt;Arxiv Insights&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/YannicKilcher/featured"&gt;Yannic Kilcher&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/K%C3%A1rolyZsolnai/featured"&gt;Two Minute Papers&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCgfe2ooZD3VJPB6aJAnuQng"&gt;bycloud&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Digital Design
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/HowtoGraphicDesign"&gt;How to Graphic Design&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/armaganvideos"&gt;ArmaganVideos&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TTTutorials"&gt;T&amp;amp;T Tutorials&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Pixelandbracket"&gt;Pixel &amp;amp; Bracket&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ZakeyDesignow"&gt;Zakey Design&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ArtwithFlo"&gt;Art with Flo&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/tutsplus"&gt;Envato Tuts+&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/logosbynick"&gt;Logos By Nick&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/MohamedAchraf"&gt;Mohamed Achraf&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Operating Systems
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/RibaLinux"&gt;Riba Linux&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/MSFTWebCast"&gt;MSFT WebCast&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Hardware
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCgfe2ooZD3VJPB6aJAnuQng"&gt;Ben Eater&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TeachingTech"&gt;Teaching Tech&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/LinusTechTips"&gt;Linus Tech Tips&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Educ8s"&gt;educ8s.tv&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/greatscottlab"&gt;GreatScott!&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/RaspberryPiBeginners"&gt;RaspberryPiIVBeginners&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/explainingcomputers"&gt;ExplainingComputers&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Life Skills And Job Searching
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/GcflearnfreeOrgplus"&gt;GCFLearnFree.org&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/hellomayuko"&gt;mayuko&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/Tychos1"&gt;Joshua Fluke&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/JomaOppa"&gt;Joma Tech&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Electronics
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ALLABOUTELECTRONICS"&gt;All About Electronics&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Pobcasts
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/lexfridman"&gt;Lex Fridman&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCsEdlkbxrAH93NVGFgGtgdA"&gt;bitgrit_official&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/MachineLearningStreetTalk/videos"&gt;Machine Learning Street Talk&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/WeightsBiases"&gt;Weights &amp;amp; Biases&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/ChaiTimeDataScience/featured"&gt;Chai Time Data Science&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC60gRMJRjTuTskBnl-LkPAg"&gt;Data Skeptic&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/datafuturology"&gt;Data Futurology&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/oreilly/featured"&gt;O'Reilly&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TowardsDataScience/videos"&gt;Towards Data Science&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/OpenDataScienceCon/videos"&gt;Open Data Science&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/springboard/featured"&gt;Springboard&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DataScienceSalon/featured"&gt;Data Science Salon&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Deeplearningai"&gt;DeepLearningAI&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC4yopSSlBfw2WAykLPTYH-w/featured"&gt;The Ravit Show&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Organizations
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/DeepMind/videos"&gt;DeepMind&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/TensorFlow/featured"&gt;TensorFlow&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/googlecloudplatform/featured"&gt;Google Cloud Tech&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ"&gt;TensorFlow&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCHlNU7kIZhRgSbhHvFoy72w"&gt;HuggingFace&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCXZCJLdBC09xxGZ6gcdrc6A"&gt;OpenAI&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/channel/UCWXI5YeOsh03QvJ59PMaXFw"&gt;PyTorch&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/kaggledotcom"&gt;Kaggle&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/user/0xdata"&gt;H2O.ai&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/c/Datacamp/featured"&gt;DataCamp&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>awesome</category>
      <category>programming</category>
      <category>datascience</category>
      <category>machinelearning</category>
    </item>
    <item>
      <title>Làm thế nào để tìm lại những trang web hay mà mình đã từng truy cập</title>
      <dc:creator>nguyên</dc:creator>
      <pubDate>Tue, 27 Apr 2021 17:25:00 +0000</pubDate>
      <link>https://dev.to/npv2k1/lam-th-nao-d-tim-l-i-nh-ng-trang-web-hay-ma-minh-da-t-ng-truy-c-p-9n3</link>
      <guid>https://dev.to/npv2k1/lam-th-nao-d-tim-l-i-nh-ng-trang-web-hay-ma-minh-da-t-ng-truy-c-p-9n3</guid>
      <description>&lt;p&gt;Chúng ta cần làm như sau:&lt;/p&gt;

&lt;h3&gt;
  
  
  1. Lấy dữ liệu từ google
&lt;/h3&gt;

&lt;p&gt;​ Chúng ta sử dụng  &lt;a href="https://takeout.google.com/"&gt;google takeout&lt;/a&gt;  để lấy dữ liệu lịch sử của mình&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--vthd3K3A--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619170289544/MCuRgu34L.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--vthd3K3A--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619170289544/MCuRgu34L.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Tiếp theo chúng ta làm theo hướng dẫn của google takeout. Khi hoàn tất chúng ta sẽ nhận được email thông báo từ google. Chúng ta vào link đính kèm email sẽ được như sau:&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s---RzNk3V9--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619170387756/9MG9mpoC2.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s---RzNk3V9--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619170387756/9MG9mpoC2.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Giờ chúng ta sẽ tải xuống toàn bộ lịch sử web chúng ta truy cập.&lt;br&gt;
​ Lưu ý: Dữ liệu này sẽ là dữ liệu từ lúc bạn tạo tài khoản google tới lúc hiện tại này. Nếu không thì nó sẽ tích từ lần bạn xoá dữ liệu lịch sử lưu trên google lần cuối.&lt;/p&gt;
&lt;h3&gt;
  
  
  2. Sử dụng google colab để lọc dữ liệu
&lt;/h3&gt;

&lt;p&gt;​ Mình sử dụng luôn &lt;a href="https://colab.research.google.com/"&gt;google colab&lt;/a&gt; để xử lý đống này.&lt;br&gt;
​ Thêm thư viện&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="nn"&gt;pandas&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="nn"&gt;warnings&lt;/span&gt;
&lt;span class="n"&gt;warnings&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;filterwarnings&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'ignore'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="nn"&gt;seaborn&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;sns&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="nn"&gt;matplotlib.pyplot&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;plt&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;​ Upload file &lt;code&gt;BrowserHistory.json&lt;/code&gt; và đọc nó.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;actress&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;read_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'BrowserHistory.json'&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;actress&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;head&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--7nRQhhGj--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619170937158/VhvyuZ144.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--7nRQhhGj--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619170937158/VhvyuZ144.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
    Lọc dữ liệu&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;df&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;DataFrame&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;actress&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s"&gt;'url'&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="n"&gt;columns&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s"&gt;'url'&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;contains&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;'.*github.*'&lt;/span&gt;&lt;span class="p"&gt;)].&lt;/span&gt;&lt;span class="n"&gt;to_json&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;\&lt;span class="s"&gt;"rex.json&lt;/span&gt;&lt;span class="se"&gt;\"&lt;/span&gt;&lt;span class="s"&gt;,orient='split')
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;​ Kết quả là một danh sách các url có từ &lt;code&gt;github&lt;/code&gt; trong đó&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Xử lý trùng lặp và lấy dữ liệ mình cần
&lt;/h3&gt;

&lt;p&gt;​ Mình mở file &lt;code&gt;rex.json&lt;/code&gt; bằng sublime text và bắt đầu sửa.&lt;br&gt;
​ Đầu tiên chúng ta sẽ format lại đinh dạng để dễ nhìn hơn&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--FsHInfQX--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171264914/25GG4Dvyn.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--FsHInfQX--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171264914/25GG4Dvyn.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Lấy những url github thoả mãn bằng &lt;code&gt;regex&lt;/code&gt;&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--097WUU87--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171337315/2gYz_POAs.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--097WUU87--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171337315/2gYz_POAs.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Tiếp là loại bỏ toàn bộ trùng lặp bằng một công cụ online &lt;a href="https://codebeautify.org/remove-duplicate-lines"&gt;https://codebeautify.org/remove-duplicate-lines&lt;/a&gt;&lt;br&gt;
​ Lúc này dữ liệu đã được loại bỏ trùng lặp nhưng vẫn chưa được như ý. Tôi muốn lấy những repository github thôi thì phải làm sao. &lt;br&gt;
Công cụ tôi nghĩ ngay là excel&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--e_uf13pY--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171543418/4tPixHkCt.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--e_uf13pY--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171543418/4tPixHkCt.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Giờ chúng ta chỉ giữ lại những cột cần dùng và nối chuỗi lại để được kết quả.&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--XRXJC9be--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171630392/hikfSZ9NF.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--XRXJC9be--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171630392/hikfSZ9NF.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Chúng ta có thể sử dụng công cụ loại bỏ trùng lặp trong excel để loại bỏ những dữ liệu trùng&lt;br&gt;
Đây là kết quả cuối cùng&lt;br&gt;
&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--rA3Xomuv--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171744913/coXC9qvxa.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--rA3Xomuv--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://cdn.hashnode.com/res/hashnode/image/upload/v1619171744913/coXC9qvxa.png" alt="image.png"&gt;&lt;/a&gt;&lt;br&gt;
​ Như vậy chúng ta đã lọc được theo ý mình lịch sử những trang mà mình truy cập.&lt;br&gt;
Cách làm trên thực sự không phải là hoàn hảo nhưng do mình vừa search vừa làm nên nó có chút lộn xộn. Sau này khi học nhiều hơn mình sẽ update những cách tối ưu hơn 😄&lt;br&gt;
Để xử lý những cái trên hiệu quả và thông minh hơn chúng ta nên học thêm về:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://pandas.pydata.org/"&gt;Pandas&lt;/a&gt; &lt;/li&gt;
&lt;li&gt;
&lt;a href="https://www.python.org/"&gt;Python&lt;/a&gt; &lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Ngoài ra nếu với lượng dữ liệu nhỏ bạn hoàn toàn có thể dùng &lt;code&gt;Excel&lt;/code&gt; để xử lý lọc dữ liệu bằng những hàm có sẵn.&lt;/p&gt;

</description>
      <category>python</category>
      <category>excel</category>
      <category>chrome</category>
      <category>pandas</category>
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