Complete NLP Machine Learning In One Shot

2024 ж. 16 Мам.
98 707 Рет қаралды

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Timestamp
00:00:00 Roadmap To Learn NLP
00:16:00 Practical Usecases Of NLP
00:21:23 Tokenization And Basic Terminologies
00:31:31 Tokenization Practicals
00:45:11 Text Preprocessing Stemming Uing NLTK
01:02:02 Text Preprocessing Lemmatization USing NLTK
01:14:40 Stopwords, Parts Of Speech, NAmed Entity Recognition
01:50:50 Different types Of Encoding
02:45:18 Word Embedding, Word2vec
03:29:37 Skipgram Indepth Intuition
03:39:06 Average Word2vec With Implementation
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Пікірлер
  • I watched this video entirely , its very useful for me. I paid 55K for a data science and I am learning from here you are much better than any one there . Thank you Krish 😍

    @huepalette-eye@huepalette-eyeАй бұрын
  • Excellent Video, Just started with it, got clear about basics of NLP

    @indukashyap1175@indukashyap11755 ай бұрын
  • Thank you for uploading such nice and comprehensive lectures (not videos) and explaining it so nicely. Your commitment is quite commendable. Please make such one shot videos in the future too.

    @user-jx2en8mo2b@user-jx2en8mo2b5 ай бұрын
  • Thank you for being a guiding light in the vast sea of information, providing clarity and understanding to those who seek knowledge. Your commitment to the betterment of individuals and society as a whole is truly uplifting.

    @ushabathula@ushabathula5 ай бұрын
  • Aww, you did an incredible job, Krish! I was fully engaged for the entire 4 hours and didn't get bored once.

    @abdallahelra3y118@abdallahelra3y11827 күн бұрын
  • Who needs institutes when krish sir is ready to give everyone this much free resources.

    @Mani_Ratnam@Mani_Ratnam5 ай бұрын
  • Thanks for all the amazing information you keep sharing over youtube. Please keep up the excellent work, your data science knowledge is of great help to the community of aspiring data scientists.

    @kmrjt1@kmrjt15 ай бұрын
  • Helped to revise the concepts. Thank you Krish sir

    @gymdirections8372@gymdirections83725 ай бұрын
  • Thankyou so much Krish Sir for this amazing video.

    @fansclub7758@fansclub77582 ай бұрын
  • Thanks for sharing and educating us. Keep it up.

    @SaahilPriyaPrasannajeet@SaahilPriyaPrasannajeetАй бұрын
  • Thank you so much for this tutorial.

    @vaishh1765@vaishh17654 ай бұрын
  • Thanks for all you do Krish 🙏

    @user-ou7dq1bu9v@user-ou7dq1bu9v2 ай бұрын
  • Thank you for this oneshort awesome video in NLP

    @soumeshnayak4546@soumeshnayak45464 ай бұрын
  • Thank you for this amazing content

    @Vivek2495646@Vivek24956462 ай бұрын
  • Thankyou sir.. It was very useful to have it in single video.. All concepts were very clearly explained. God bless you sir.. I am 45 and trying to learn AI Ml😊

    @ujjawalagrawal@ujjawalagrawal4 ай бұрын
  • Excellent roadmap. Really looking ahead.

    @vishnuteja2093@vishnuteja20935 ай бұрын
  • best course, it really helped me!

    @PalakGarg-cg1xm@PalakGarg-cg1xmАй бұрын
  • NLTK is a comprehensive and educational toolkit suitable for a wide range of NLP tasks, while SpaCy is a focused and efficient library designed for production use, particularly for tasks like entity recognition and part-of-speech tagging.

    @aghazohaib4753@aghazohaib47535 ай бұрын
  • Great video Krish ❤ much needed

    @mssathvick007@mssathvick0075 ай бұрын
  • Thank you Krish a friend introduce me to your videos. very wonderful and educative. Akpe na wo Mawu ne yrawo 💯

    @majydenam9423@majydenam9423Ай бұрын
  • i enjoyed this video, thanks Krish

    @MrAmarSindol@MrAmarSindol5 ай бұрын
  • This video was really needed

    @gauravkumarsingh7896@gauravkumarsingh78965 ай бұрын
  • Outstanding series

    @alamgirqazi1@alamgirqazi118 күн бұрын
  • Awesome! Thanks Krish sir!

    @eric-theodore-cartman6151@eric-theodore-cartman61515 ай бұрын
  • Thankuuu sir❤

    @meghamasaniya@meghamasaniya4 ай бұрын
  • Upon reading the documentation and paper on CBOW, I have two questions - 1. You explained that when we chose a window size, for example 3, we take 3 consecutive words from the corpus and take the middle word as target word and words before and after (1 each in this case) to provide context for the target word. However the documentation says that the number of words we take as window size determines the number of words taken before and after the target word. So for example if we take window_size = 3, we take 3 words before and 3 words after the target word to provide context. 2. We can chose the hidden layer to be any size. It is not important that it matches the window size, since the input layer does average or sum of the input vector and hence it's size is always [1 x V] where V is the vocabulary size. The input-hidden layer matrix is on size [V x N] where N is the hidden layer size, and then the hidden-output layer matrix is of [N x V] and finally the output layer if [V x 1] Can you please clarify my doubts here

    @harshmodi7627@harshmodi76273 ай бұрын
    • I also have confusion in this step. i cant figure out the output dimension

      @anirbantarafdar28@anirbantarafdar2824 күн бұрын
  • Can you please create end to end project with real time data, ie using Kafka for streaming, Django for the backend and atleast use kubeflow for tracking 😊,,I'll appreciate

    @gichurumuthomi8578@gichurumuthomi85785 ай бұрын
    • We really want this kind of project.

      @sapnilpatel1645@sapnilpatel16455 ай бұрын
    • in ineuron there is a course for end-to-end data science projects. You can check it out

      @soumyah488@soumyah4885 ай бұрын
  • Awesome session

    @veenajain@veenajain4 ай бұрын
  • Godamn that is an incredible speech

    @Pancake-lj6wm@Pancake-lj6wm20 күн бұрын
  • NLTK is widely used in research, Spacy is focuses on production usage.

    @srimanduraiswamy3242@srimanduraiswamy32425 ай бұрын
  • at 2:30:20 you finish BOW video and transition into TF-IDF video and say that in previous video you have mentioned about N-grams. I didnt find the N-grams video. Am I missing something?

    @NoDoglapan@NoDoglapan5 ай бұрын
    • Yes! N-gram topic was skipped

      @islamiczone7731@islamiczone7731Ай бұрын
  • most waited...♥

    @commoncats5437@commoncats54375 ай бұрын
  • Hey Krish. İ think you can read my mind😅. Thank you for video

    @user-ul2mw6fu2e@user-ul2mw6fu2e5 ай бұрын
  • Amazing videos. Curious to know which app/tool you use for creating notes

    @kiranbhat8729@kiranbhat87292 ай бұрын
  • hello krish , how to handle curse dimensionality in huge corpus?

    @RaviSingh-bl6ls@RaviSingh-bl6ls5 ай бұрын
  • However, the process of tokenization usually goes from a larger unit to a smaller one, not the other way around. So, it’s more common to tokenize a paragraph into sentences or a sentence into words, rather than tokenizing sentences into a paragraph. @37:21 your comment says ##sentence to paragraph tokenization however you ended up using sent_tokenization() which accepts a paragraph and breaks it down into smaller sentence

    @lastblackbear8305@lastblackbear8305Ай бұрын
  • you are the best

    @AbdullahiAhmad-po7qx@AbdullahiAhmad-po7qx5 ай бұрын
  • Great insight, what is the name of that digital board that you're using to capture your illustrated drawings?

    @careerglitch@careerglitch7 күн бұрын
  • Hello krish Are you starting any new batch for data science?? plz let me know If possible plz shre any link regarding that!! Thank you

    @lathachelluri5129@lathachelluri51295 ай бұрын
  • Hello Krish, A small problem at time 2:30:21 the n-gram explanation video is skipped. Please add the video corresponding to N-gram. Thank you.

    @rithikreddy1262@rithikreddy12622 ай бұрын
  • needed one on GenAI

    @PankajKumar-mr6sj@PankajKumar-mr6sj5 ай бұрын
  • that arabic was - Kayfa Haalak in case someone was interested in pronunciation

    @mohammedzaidkhan5687@mohammedzaidkhan568716 күн бұрын
  • how is parts of speech going to work for ungrammatical sentences like some word's part of speech may depend on context and semantic in sentence as well right?

    @aryangupta9366@aryangupta93662 ай бұрын
  • in NLP do we use standardization or normalization for text data ?

    @terrykeiran4582@terrykeiran45825 ай бұрын
  • Great Video Krish, Some how Ngrams is skipped, Can you please add it

    @sathish1078@sathish10784 ай бұрын
  • Thanks for this video. N-grams is missing from this video. Could you please upload that separately annd share the link?

    @swatisharma7822@swatisharma78224 ай бұрын
  • Where can I find the next part..? Like practical implementation of word2vec with model training from scratch using gensim or Glove... Also practical implementation of tf-idf, bow... Pls share those videos as well

    @Danny_DB-xi5lo@Danny_DB-xi5lo5 ай бұрын
  • Nice

    @KumR@KumR4 ай бұрын
  • really nice explanation brother, please, can you share your notes?

    @ninjadev4676@ninjadev46763 күн бұрын
  • okay for lemmetization how would we find the pos is noun, verb, adjective or anything else like for a big corpus?? because we cant explicitly check for all the types right?

    @aryangupta9366@aryangupta93662 ай бұрын
  • Hey nice but this is old vedio sir i am one of your very old subcriber so i remember last year you upload this vedio. And at 16.26 vedio time frame please check your time too at the right bottom of your vedio when you open gmail. 17/10/2022 So please Sir Krish Naik I really respcct to you becuase i very learn from your side you are one of my best Online Professior. SO please don't mind for my commend. If you mind then i sorry you and please accept my applogies too. My Main request is this if you upload new vedio on NLP then its very helpfull for us.

    @jillanisofttech2977@jillanisofttech29775 ай бұрын
  • Sir will you also cover deep learning models in nlp?

    @cec408_adityachoudhari5@cec408_adityachoudhari55 ай бұрын
  • please do include transformers and bert related part too

    @jainam842@jainam8425 ай бұрын
  • What is the sw tool and gadgets that you use to present it , writing in a pen ?

    @balaji3229@balaji32295 ай бұрын
  • 💯💯

    @t-anime517@t-anime5176 күн бұрын
  • petition to upload the deep learning part of NLP ASAP, i have college exam next month

    @n.aniruddhan4464@n.aniruddhan44644 ай бұрын
  • First to comment,, The best Data Science,Al, Machine Learning teacher of all time,, Straight outta Kenya❤

    @gichurumuthomi8578@gichurumuthomi85785 ай бұрын
  • Hello sir, can you help me with my final year project, i'm trying to build a website where users uploads resumes in pdf format and admin classifies all resumes into predefined categories and ranks them based on job descriptions using cosine similarity and they said we cant use external libraries. can you help me out?

    @avisii8928@avisii89285 ай бұрын
  • N grams topic is missing. Could you kindly check the video again ?

    @anirudhrvs4849@anirudhrvs48495 ай бұрын
  • Sir can you tell how can I use azure openai api for llm in python

    @DineshKumar-tn4lo@DineshKumar-tn4lo5 ай бұрын
  • Can anybody please tell me how can I enable extension support like code completion in jupyter lab. I have searched stackoverflow but all effort had been in vain.

    @dheerajsharma1787@dheerajsharma17873 ай бұрын
  • Can you please provide notes for this video

    @avinashab4038@avinashab40385 ай бұрын
  • what are tools used in preparing the video?

    @user-li2ox6rv2k@user-li2ox6rv2k4 ай бұрын
  • n-grams tutorial video is missing

    @msmg11@msmg115 ай бұрын
  • Awesome

    @RR-ic8ui@RR-ic8ui2 ай бұрын
  • Sir, There is N-grams topic is skipped automatically .so, please discuss it again or fixed this video

    @Anuragbharti-jj5lf@Anuragbharti-jj5lfАй бұрын
  • pls share link to this notebook

    @PankajKumar-mr6sj@PankajKumar-mr6sj5 ай бұрын
  • Please make same one shot video on Deep Learning ❤

    @ndroidLover@ndroidLover5 ай бұрын
    • its already there..

      @PankajKumar-mr6sj@PankajKumar-mr6sj5 ай бұрын
  • 🙏👍

    @rishiraj2548@rishiraj25485 ай бұрын
  • i too got here one of the first

    @shivambhardwaj6809@shivambhardwaj68095 ай бұрын
  • Where are the missing parts for this?

    @aryangupta9366@aryangupta93662 ай бұрын
  • Where is Transformers and BERT?

    @SK_BA@SK_BA5 ай бұрын
  • Watched video

    @akshataniket2483@akshataniket24833 ай бұрын
  • Hi Krish , Can you please continue the LLM playlist

    @aravindraamasamy9453@aravindraamasamy94535 ай бұрын
    • Yes please

      @squadgang1678@squadgang16785 ай бұрын
    • Can u pls share the playlist link

      @prakharagrawal8120@prakharagrawal81202 ай бұрын
  • N grams is skipped! 😢

    @islamiczone7731@islamiczone7731Ай бұрын
  • so this is combination of your old videos right?

    @guruprasadkulkarni635@guruprasadkulkarni6355 ай бұрын
    • No these are new recorded videos

      @krishnaik06@krishnaik065 ай бұрын
    • @@krishnaik06Dhanyawad, pichle videos samazhke skip karne wala tha

      @guruprasadkulkarni635@guruprasadkulkarni6355 ай бұрын
  • Can you help.. I am getting error while installing gensim package Building wheel for gensim (pyproject.toml): started Building wheel for gensim (pyproject.toml): finished with status 'error'

    @user-hz7hc4uj8n@user-hz7hc4uj8n4 ай бұрын
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