Natural Language Processing with spaCy & Python

Natural Language Processing with spaCy & Python - Course for Beginners

Рет қаралды 560,067

Күн бұрын

In this spaCy tutorial, you will learn all about natural language processing and how to apply it to real-world problems using the Python spaCy library.
💻 Course website with code: spacy.pythonhumanities.com/
✏️ Course developed by Dr. William Mattingly. Check out his channel: / pythontutorialsfordigi...
⭐️ Course Contents ⭐️
⌨️ (0:00:00) Course Introduction
⌨️ (0:03:56) Intro to NLP
⌨️ (0:11:53) How to Install spaCy
⌨️ (0:17:33) SpaCy Containers
⌨️ (0:21:36) Linguistic Annotations
⌨️ (0:45:03) Named Entity Recognition
⌨️ (0:50:08) Word Vectors
⌨️ (1:05:22) Pipelines
⌨️ (1:16:44) EntityRuler
⌨️ (1:35:44) Matcher
⌨️ (2:09:38) Custom Components
⌨️ (2:16:46) RegEx (Basics)
⌨️ (2:19:59) RegEx (Multi-Word Tokens)
⌨️ (2:38:23) Applied SpaCy Financial NER
🎉 Thanks to our Champion and Sponsor supporters:
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👾 Katia Moran
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👾 Nick Raker
👾 Otis Morgan
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Пікірлер: 326

@wdonno 2 жыл бұрын

I’ve come back to this video several times. The ONLY tutorial I’ve seen which walks through the whole process . The Python Tutorials for the digital humanities videos are also great. I am focused on biomedical text, but text is text when you are trying to get started.

@yugioh8307 2 жыл бұрын

Best Helpline for those who really want to learn NLP with ease and for free , can't wait for part 2

@markkertzner 2 жыл бұрын

i found this to be an excellent tutorial - very clear, great examples and thorough. thank you for sharing this and i look forward to seeing you continue with another covering machine learning in spacy.

@firdovsihasanzada 10 ай бұрын

50 minutes in and it is already the best practical explanation of how spaCy works.

@pabloneirotti7945 Жыл бұрын

Thank you so much. The best course on SpaCy I have founded. Please make Part Two! We are waiting for it!

@soumensarkar8967 Жыл бұрын

Thank you Dr William for taking me through such wonderful journey on NLP - it was my first learning on this area of python application and i found it quite useful and excited to do some more. Looking forward to having your part 2 soon!

@pradeeprekapalli8355 5 ай бұрын

where can I find text book

@paulmathew1214 Жыл бұрын

This is a great NLP tutorial. I have checked out a few others but this one here takes the cake. Thanks for the excellent resource!

@laurentius2306 2 жыл бұрын

Nice to see the connection of the real world and code because of NLP. Great to see real life implementations that are beneficial to humanity.

@asmitadhikari1472 2 жыл бұрын

Awesome content there Dr. William. I was really hyped during the series and every aspects of spaCy you've described perfectly. Now I'm interested on ML aspect of spaCY and It'd be great if you come with ML aspect of spaCy.

@lixx1278 2 жыл бұрын

Thank you very much for making this video. I want to create my own corpus to analyze data. But as a newbie to Python, I found it really hard to start without a clear direction. Looking forward to Part 2!

@lilacostaqueiroz8639 2 жыл бұрын

Waiting for the second part ! This tutorial is perfect , thank you so much !

@TT-cf7xl 2 жыл бұрын

You're a wizard, W.J.B. Mattingly! Sincerely yours, a stan

@mattfichtner7100 2 жыл бұрын

Outstanding overview of Spacy, can't wait for part 2! Thank you so much.

@TheStainlessFish Жыл бұрын

is part 2 out?

@qutluq7794 2 жыл бұрын

This video lesson was great. Looking forward to see the second part.

@rakshittherakki99 2 жыл бұрын

Definitely interested in part2 of this course

@rublev88 2 жыл бұрын

Yes! Please, definitely make a second part. I teach in the Humanities (college literature and creative writing classes), and I'm actively searching for tools I can use for creative experiments with texts.

@NickWindham Жыл бұрын

Check out Microsft Power Automate AI Builder

@engw7090 Жыл бұрын

@@NickWindham hey is the second part out yet?

@krishnapatel8852 10 ай бұрын

hey, I`m not getting the expected output at 1:57:26. It`s showing KeyError: 0. Can you help me with that?

@amberstiefel9748 10 ай бұрын

Where do you teach?

@NickWindham Жыл бұрын

Your tutorials and your KZfaq channel are great. Thanks so much for sharing your knoledge online. So helpful and well made.

@mohammadyusuf1636 2 жыл бұрын

I was searching for Spacy tutorials yesterday, and FCC uploaded it, thank you 💝. Interested in part 2.

@muhammadsanwal4384 2 жыл бұрын

Hi, can you tell where can i find the repository for the data?

@anandachetanelikapati8387 2 жыл бұрын

Excellent tutorial. Straight into the subject. Hats off to you !!

@janabasogizon5214 Жыл бұрын

Very very helpful stuff! 31 minutes in the video and I'm already using spacy for my own analyses! Thank you so much!

@thomaspalka1919 2 жыл бұрын

This video is fantastic! I would really appreciate part 2

@konstantinpluzhnikov4862 2 жыл бұрын

Thank you Dr. William. Looking forward for a part two.

@roman445 2 жыл бұрын

I'm definitely interested in the ML aspects of spaCy) Thank you very much for the video!

@anassalhi8191 2 жыл бұрын

I can't believe such good content is for free, thank you.

@TechTessellator 2 жыл бұрын

Bangers one after another. This channel is a treasure.

@sarasharick5209 2 жыл бұрын

I’ve been watching Dr. Mattingly’s other videos and they’re great.

@TheDouglasDale 2 жыл бұрын

Thank you for the explanations. They are very clear and relevant. Excellent video.

@jasonchesney9750 Жыл бұрын

Very much interested in the machine learning aspect of SpaCy. Thank you, this course was informative and handy.

@tundescope Жыл бұрын

Great video. Please make the second part ASAP. Keep up the good work.

@saziedhassan3976 2 жыл бұрын

Thank you such amazing content. This was so easy to follow and understand. Please do a 2nd part to the tutorial!! 🙏

@MrShlomke24 Жыл бұрын

Awesome Video! Can't wait for part 2 crossing my fingers 🤞🤞🤞

@chenalbert2996 2 жыл бұрын

just finished 1/3 and I have to say very good introduction. thanks a lot on the sharing

@florianwill2536 2 жыл бұрын

Thanks for sharing this enlighting stuff about the spaCy framework! Is there a date when you're gonna publish part 2? Can't wait to learn about the machine learning applications of spaCy.

@yifenghou986 2 жыл бұрын

This is super awesome tutorial. Just what I need. Thanks!

@VincentFulco 2 жыл бұрын

Really fascinating and accessible. Thank you.

@martynsnwaokocha6982 2 жыл бұрын

Hi and thank you very much for your tutorial. I really enjoyed it and looking forward to the second part of the tutorial

@footballistaedit25 2 жыл бұрын

This video is very useful for me. Thanks for always bringing the great video. Mad respect from me

@bilalmahmood9423 2 жыл бұрын

Thanks for your awesome introduction :). Would love to have your next course on using spaCy for ML.

@vasanthakumarg4538 Жыл бұрын

Great work! Really a good video to learn using spaCy.

@praise135 2 жыл бұрын

That was a very nice explanation and an awesome tutorial. Waiting for the machine learning part.

@RajaRamani.R 2 жыл бұрын

Superb, Waiting for part 2 with thanks🙏👍

@joaopauloborges3866 Жыл бұрын

Thanks for this incredible class and textbook, it was very helpful. Greetings from Brazil

@abdelkaderbensaid432 2 жыл бұрын

Thank you! interested in part 2.

@____kklw7148 2 жыл бұрын

This is ready awesome teaching video. I feel highly interesting in the part two video.

@michaelmatthaei7759 2 жыл бұрын

Best Helpline for those who really want to learn

@mansouriwhafidoumansouri4706 10 ай бұрын

Thanks Great course and I love how easy and smooth the explanation is. Moreover I like how explaining each step before diving into it is really making the understanding easier for us to follow thanks a lot. BTW I've spent some time looking for the github account and repo related to this video here is it if anyone needs it to begin following the video, ENJOY...

@SirAlph4 8 ай бұрын

where?`

@150yashwanth 2 ай бұрын

Great Tutorial. Learnt a lot about SpaCy fundamentals.

@tthtlc 2 жыл бұрын

Everyone seemed to be asking for part 2, but this coverage is good enough - so good that I don't think it deserved a part 2, otherwise a large part is going to be lots of repetition. I will keep exploring deeper based on this video itself.

@tthtlc 2 жыл бұрын

There are also a lot of other resources available (and free), if u have time to go through: course.spacy.io/en/

@meherunnesaneela783 7 ай бұрын

@@tthtlc thank you so much! do you have other resources like that?

@hokapokas 2 жыл бұрын

Love the work you are doing. Many thanks from India

@stephenbradley445 2 жыл бұрын

Definitely important to dig into the .similarity() output before using it in one's own work. One of its flaws is that it cares too much about the number of words in the spans being compared. For example: print(nlp2("fries").similarity(nlp2("burgers"))) = .65 print(nlp2("fries").similarity(nlp2("hamburgers"))) = .58 print(nlp2("fries").similarity(nlp2("ham burgers"))) = .70 print(nlp2("french fries").similarity(nlp2("hamburgers"))) = .46 print(nlp2("french fries").similarity(nlp2("ham burgers"))) = .64 Also, I find that the small model correctly identifies West Chestertenfieldville as a GPE without modification, and I find that nlp.add_pipe("entity_ruler") does not add of the pipeline-description we see via nlp.analyze_pipes(). Rather, it seems that element of this description is in alphabetical order, and every nested sub-element is also in alphabetical order. I suspect this does not say anything about the true order of the pipeline.

@fatimzhraannassiri 2 жыл бұрын

Thank you 🙏 , Interested in part 2

@oarimen Жыл бұрын

Thank you so much! Such a wonderful video.

@10milesfromnowhere 2 жыл бұрын

Yes please for a part 2 on Machine Learning with Spacy!

@anumulakarthikreddy1195 2 жыл бұрын

Enjoyed This video waiting for part2.

@amandaahringer7466 2 жыл бұрын

This is very helpful, thank you!

@tatendamuzenda8442 Жыл бұрын

very simple and easy to understand thank you for this

@prasadcaher 2 жыл бұрын

Eagerly waiting for the second part.

@kevinliu1142 2 жыл бұрын

Please make the second video about machine learning! this was so helpful

@lilacostaqueiroz8639 2 жыл бұрын

just perfect! Thank you very much :)

@Superdooperhero 2 жыл бұрын

Can't wait for Part 2

@rexxwei8184 2 жыл бұрын

Such a nice video, 2nd part please!!

@thesupermachak 2 жыл бұрын

Clicked this video by accident but got hypnotised by the shirt and now I'm learning Python.

@brandonruiz1746 2 жыл бұрын

Thanks for the depth with this library sir

@rodlu811 4 ай бұрын

Excelent!!! The best of the best!!!! Please do the second showing how to train the model.

@db44l 2 жыл бұрын

Greate tutorial, please make a second part!

@siddharthyadav3101 2 жыл бұрын

eagerly waiting for the second part..please upload it soon...

@varunnayyar3138 2 жыл бұрын

this is absurd, opened yt for NLP videos and it was uploaded 1 sec ago.

@avnishpanwar9502 2 жыл бұрын

Happened to me for a deep learning course.

@varunnayyar3138 2 жыл бұрын

@@avnishpanwar9502 this channel is a boon

@b_28_vaidande_ayush93 Жыл бұрын

Destiny

@micahjesse6580 2 жыл бұрын

Please create Part 2!!!!! Part one was 🔥🔥🔥🔥🔥🔥🔥

@jeyasuriyam5185 2 жыл бұрын

Thank you so Much. It is very helpful

@FedorablePenguin 2 жыл бұрын

Where’s part 2!!! If there’s time in part 2, I would definitely be interested to know how to train ML to help with research and literature reviews as an example

@arenter-balyan6746 2 жыл бұрын

Thanks a lot, and please make the second part.

@nsnilesh604 2 жыл бұрын

Waiting for 2nd part sir 👌🙏

@aimenbaig6201 2 жыл бұрын

Great resource!

@sheshankjoshi 2 жыл бұрын

Is there anyway I can donate to your channel ? You are the reason I could excel in my projects and landed with the job. I would like to express gratitude. (edit) : Okay, I found it out. My Bad.. I just did. Thanks again guys. Cheers.

@hellocyberpolice 2 жыл бұрын

Thank you ❤️

@DePhpBug 6 ай бұрын

super interesting , already quickly subscribe both of the channels (y)

@javohirxusanov1229 2 жыл бұрын

Let's do the second part of it 🙂

@gurjeet333 2 жыл бұрын

Thanks for the wonderful videos

@venugudavalli 2 жыл бұрын

Looking forward for Machine Learning aspects of Spacy.

@jamesallen2724 2 жыл бұрын

Fantastic tutorial. Did part two ever get published?

@giorgiacecchinato9449 2 жыл бұрын

Also an historian looking for ways to extract info from old documents. very looking forward to the second part.

@python-programming 2 жыл бұрын

I am trying to have it out in early January.

@wdonno 2 жыл бұрын

@@python-programming really looking forward to the next video. One topic I have not seen you address is the question of tools for Annotation. When working in specialized language domains, extra training of models is a key step. As a newcomer, I have not yet found a process compatible with Spacy which is reasonably efficient. Prodigy?

@ammarabuzainah3918 2 жыл бұрын

great video we are looking for the second part please

@LuisMorales-bc7ro Жыл бұрын

this content is amazing

@miguelnuno928 2 жыл бұрын

this video is so engaging...

@advanceprogramming225 3 ай бұрын

Thank you so much dear

@TheMediinaa 2 жыл бұрын

The interesting thing is, the models are still being improved by spacy, so some values or predictions come different or better at the time I am trying the notebooks out (06/05/2022).

@ctRonIsaac 8 ай бұрын

I would like the ML version too. So looking forward to seeing that

@andrijor 2 жыл бұрын

This tutorial is so freaking inspiring to me. NLP is so exciting and I'd love to integrate it with machine learning!!!!

@andrijor 2 жыл бұрын

I'd be 100% down to watch a tutorial with part 2!!!!!

@python-programming 2 жыл бұрын

Thanks! Good to know. I think I will start planning it this week.

@andrijor 2 жыл бұрын

@@python-programming Hi hi, any updates on part 2? I hope everything's ok :)

@python-programming 2 жыл бұрын

@@andrijor indeed! I am still working on it. Between the textbook and the video it takes a while to make. I am hoping to have it ready in early January.

@andrijor 2 жыл бұрын

@@python-programming Looking forward to it! 😊

@fanzfanzilla Жыл бұрын

This is very helpful. I am very new to Machine Learning and NLP. I am in a situation where I have thousands of documents which don't always have correct spellings. I have to analyze these documents to look for trends related to parts failure especially if the failure has resulted in death or injury. Ideally like to learn from the data that can inform the future failures before there is a death or injury. Can SpaCy help with this?

@machinimaaquinix3178 2 жыл бұрын

Lol. spaCy's most recent build as of Feb 2, 2022 does properly identify West Chestertenfieldville as a GPE. kzfaq.info/get/bejne/mq-Fh9Z3uZixlYU.html EDIT: Just finished the course - A phenomenal piece of work. Thanks so much for doing this. I can tell you put in an incredible amount of time and effort to do this and you provide it so graciously for free. It is so much clearer than spacy's documentation. They have a new spacy 101 so I'll give that a go now to cement this all in the nogin. And yes, eagerly awaiting part 2.

@JayGhiyaGoogle 2 жыл бұрын

Thanks!

@alimahmoudmansour9681 2 жыл бұрын

Thank you very much. Question, sir: Why do we build an entity ruler if we can simply verify the presence of the company's name in a normal list of company names? Is there a possibility to keep the nlp we built permanently stored and fill it with patterns consecutively over time? Or every time we call nlp.blank, the process must be repeated, and the names are fetched and stored?

@andr_sh 2 жыл бұрын

Great video

@gronan1000 2 жыл бұрын

Hello Sir, Great tutorial. Hows part 2 coming? Cheers

@jordantheman25 2 жыл бұрын

Big Brain! 😀

@divyatagupta597 2 жыл бұрын

This is an amazing explanation of NLP..thanku so much sir ..waiting for part 2

@joydeepbaidya8329 Жыл бұрын

can't wait for second video. When will Part 2 come ??????

@assad-rajab 9 ай бұрын

Thank you, very clear and forward tutorial. What is the name of the editor?

@lookatmyprofilepictue8289 2 жыл бұрын

Nice

@FF4546 Жыл бұрын

Thank you for the great video! When I run the most_similar method, copying the code on your notebook, I end up receiving a complete set of differemt words, some unrelated to the word and some in other languages. Example: country gave me ['country-0,467', 'nationâ\x80\x99s', 'countries-', 'continente', 'Carnations', 'pastille', 'бесплатно', 'Argents', 'Tywysogion', 'Teeters'] Can somebody help me understand why this is happening?

@matthewhernandez9152 Жыл бұрын

Same here. Curious but...maybe the transformers/models (not sure which) are retrained thus giving us a different set of words? Hopefully someone can answer this!