Building a Machine Learning API in 15 Minutes

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Building a Machine Learning API in 15 Minutes | Coding Challenge

Рет қаралды 126,833

Күн бұрын

What's happening guys, welcome to the first episode of CodeThat!
In this ep I try to build a machine learning API at freaking light speed using Python, FastAPI and Scikit-Learn AND DEPLOY it using Heroku. Hope y'all enjoy it.
Oh, and don't forget to connect with me!
LinkedIn: bit.ly/324Epgo
Facebook: bit.ly/3mB1sZD
GitHub: bit.ly/3mDJllD
Patreon: bit.ly/2OCn3UW
Join the Discussion on Discord: bit.ly/3dQiZsV
Happy coding!
Nick
P.s. Let me know how you go and drop a comment if you need a hand!
#machinelearning #api #fastapi

Пікірлер: 228

@masteronepiece6559 2 жыл бұрын

Without explaining and talking, and with zen mode on, you can finish it in 5 minutes. Great work as always.

@NicholasRenotte 2 жыл бұрын

Thanks a million @MasterOne Piece! Didn’t want to subtract from passing on some knowledge though 😅

@classicemmaeasy2292 3 ай бұрын

😂 awesome

@joely2k83 Жыл бұрын

really enjoy your series, among all other AI and ML channels. Yours is direct to the point, hands on, transparent, and humble. Try it on spot and even there is errors or challenges, you face it together with your audiences. Huge fan here!

@anthonylwalker 2 жыл бұрын

Was literally just putting writing APIs next on my learning list! Always right there when I need you!

@NicholasRenotte 2 жыл бұрын

YESSS, go getem!

@JonCookeBridge 2 жыл бұрын

Fun to watch. Could you do a session on what dev tools you use. Postman? Visual Code? Basic nuts and bolts on how everything hangs together.

@NicholasRenotte 2 жыл бұрын

You got it!!

@richprice3748 Ай бұрын

@@NicholasRenotte Hi, Yes, when you switched over to VS Code, I was still stuck back on the older setup you had shown us and which I got running during the image classification of happy and sad -- that was amazing when I got it working and I can still install everything like that from scratch. I now am trying to do same with VS Code and it would be helpful to know your setup now with the various extensions and how you use it with environments now more easily. I am assuming most pros now using the VS Code and made similar transitions.

@nawfalourimech8974 2 жыл бұрын

Discovered your channel last week and about to finish my first DL project ! Thank you so much, I have been trying to find good tutorials for roughly a year 😅

@NicholasRenotte 2 жыл бұрын

Awesome work @Nawfal, congrats on your first DL project!!

@juliansteden2980 2 жыл бұрын

Awesome video! Personally, I prefer slightly longer and more in-depth videos with more explanations. This speed-coding stresses me rather^^ Nevertheless, great what you get implemented in the short time! Have a look at the VS-Code extension REST Client. I find it great for simple queries and you can stay completely in VS code which I find more comfortable as a viewer. Also, you have your queries right next to the source code which I sometimes find very attractive.

@NicholasRenotte 2 жыл бұрын

Thanks a million Julian! Will take a look at the extension, agree, would prefer to stay in vs code over jumping back and forth

@fizipcfx 2 жыл бұрын

TIL pickle is a built-in module. This was intense. I hope you can make a lot of these.

@NicholasRenotte 2 жыл бұрын

Yep me too apparently 😅 I definitely want to, had a ton of fun making it.

@sushantgautam2264 2 жыл бұрын

Love this master piece ❤️. Please make more.

@NicholasRenotte 2 жыл бұрын

You got it!

@gianmarcoguarnier2525 2 жыл бұрын

The hype was so up I expected a firewall to be hacked at some point. This fast format is gold

@RichardBronosky 2 жыл бұрын

He hacked the Gibson!

@NicholasRenotte 2 жыл бұрын

LOL *matrix text appears on screen* **deep trance music starts playing** ***i start typing faster***

@maxime5882 2 жыл бұрын

I prefer short video like this one. I'm a french student in IA, and it's very good to see how you work and what do you use. This is one of my most profitable subscription. Thanks !

@NicholasRenotte 2 жыл бұрын

Yeah I'm with you on this @Maxime, I think i'll still do long videos occasionally but I'm focusing on shorter, punchier content in the interim

@FC-BS Жыл бұрын

What a bummer, you were so close. The space through you off. Great work my man

@nickhill6036 2 жыл бұрын

Phew..this was awesome. At the pickle step I was yelling "don't worry it's part of standard library!!"... Great job! Edit: we moved over from flask to fast API last year...it is so much better wrt documenting ones api and browser based testing of the API by anyone. Thanks for sharing the knowledge.

@NicholasRenotte 2 жыл бұрын

Hahahaha there’s always something, coding under pressure is no joke. Yeah I was always a flask used but I love the simplicity and ease with fastapi

@elbeemastro 10 ай бұрын

🤣🤣🤣

@priyanshu4016 Жыл бұрын

great 😀,pretty excited in last comple of minutes .

@MichaBurdzy-vb4cg 10 ай бұрын

Thank you Nicholas, this is the best ML content I've seen, including paid courses on various platforms. What you do is really amazing, thank you!

@pagla2222 2 жыл бұрын

It was a wonderful thing that I didn't know for a long time I was posting such videos

@ling6701 Жыл бұрын

haha (6:44 left), nice idea, love to see live coding, with bug happening live, just like in real life. Thank you, subscribed. Just a space makes a difference, haha, made my day.

@abhisai594 2 жыл бұрын

love your content bro. thanks for sharing as ive been learning a lot from your videos.

@NicholasRenotte 2 жыл бұрын

Thanks a million @Abhi!!

@Jay-lo6kz 2 жыл бұрын

That's hell of a rush, you did great 😃 (well badluck that you missed it by seconds) So much of learning in one video Thanks nick

@NicholasRenotte 2 жыл бұрын

Anytime @Muni, glad you enjoyed it!!

@brunomiranda1988 2 жыл бұрын

Amazing content as always!

@NicholasRenotte 2 жыл бұрын

Cheers @Bruno!

@FDasdana 7 ай бұрын

Great content. I found the tension that occurs when the pickle is not loaded to be very similar to what I experience during project deadlines 😅😅. It is a video that perfectly summarizes not only the fastapi application but also the development process 😄

@MMaquite 2 жыл бұрын

i've always learn a lot thanks to your content

@NicholasRenotte 2 жыл бұрын

Yess, love to hear this!

@philm.pappas326 2 жыл бұрын

I am new to your channel Nicholas and very happy that I found you! Keep up the good work!

@NicholasRenotte 2 жыл бұрын

Welcome to the team @Phil!

@sneakywill8902 Жыл бұрын

I just started watching and the quality of the whole channel is crazy; amazing information but also great editing and video performance! Fun and interesting to watch

@sneakywill8902 Жыл бұрын

I love the music :)

@muhammadshahzaib9122 2 жыл бұрын

IDK what you are doing, but I like the effort you put into it :)

@NicholasRenotte 2 жыл бұрын

😊 thanks a mil for checking it out @Muhammad!

@ishangala7964 2 жыл бұрын

Definitely a fun to watch challenge!!

@NicholasRenotte 2 жыл бұрын

Cheers @Ishan!

@leonardmutambanengwe7104 2 жыл бұрын

fun to watch, looking forward to more of the videos

@NicholasRenotte 2 жыл бұрын

Thanks @Leonard, plenty more to come!

@kushagrgoyal9614 2 жыл бұрын

Love the video as always! Could you do a video on Fastapi and how to use it please??

@NicholasRenotte 2 жыл бұрын

You got it!

@luis96xd 2 жыл бұрын

Congratulations for this video! It motivated me to make my own API, we all feel like you when make a ML project💯👏 I'm really glad you finished with all these constraints and I learned a lot, FastAPI it's super easy, the code is understandable Yes, I was worried when the pickle error showed, but it worked!!! Cool! Great video and thanks for sharing the knowledge Great job! 😄👍

@NicholasRenotte Жыл бұрын

Heya glad you enjoyed it @Luis!

@russelldicken9930 2 жыл бұрын

Brilliant work Nick. I still think 30 mins is right for this task!

@NicholasRenotte 2 жыл бұрын

Could've definitely done a little more in 30 minutes, handling multiple scoring requests, auth etc!

@Darklord-uk6yi 11 ай бұрын

pickle is not a module that has to be imported using pip, it comes with python's standard library, no need to pip install it, that's why it worked when you directly imported it, great video, full support, kindly so share the model, thanks a lot bro!

@suyashdongre Жыл бұрын

Awesome video man, this also helped me get the idea on how to use my model through api. Thanks for helping me in my project. I was watching any tutorials and was not getting them. I just randomly played your video and the requirement which I had was exactly fulfilled by you. Thanks again man! 👍

@Viisarion 2 жыл бұрын

Can you go and do a video on how to pass Google’s Tensorflow Developers Certificate Exam or even pass it for real and make a guide on what to focus, tips and tricks. Love the content you are putting 👊🏻👊🏻👊🏻

@NicholasRenotte 2 жыл бұрын

I haven’t done it but will look into it!!

@randomdude79404 2 жыл бұрын

Daniel Bourke already has a video on it as well as a Udemt course specially designed for it. Here is the link kzfaq.info/get/bejne/r8dlgdqnsMfKdJ8.html

@HyperDogeGaming Жыл бұрын

Really awesome content. Now I feel like I wanna do each of those challenges myself! Dunno where I’ll find the time though, might need to put in some of my vacation time into it 😅

@NicholasRenotte Жыл бұрын

YESSS! Go getem, I'm trying to do a new one each week atm.

@datawithrajadwr1597 2 жыл бұрын

love this video, great effort Nic, love from India❤

@NicholasRenotte 2 жыл бұрын

Thanks a mil @DWR!

@soumanabettoboubacar6995 2 жыл бұрын

Congrats. Let us try to see if we could. Thanks

@NicholasRenotte 2 жыл бұрын

Go get ‘em!! Let me know how you go!

@sanjaydubey8036 2 жыл бұрын

That was a superb run!!!

@NicholasRenotte 2 жыл бұрын

Thanks a mil @Sanjay!

@harshmirdhwal Жыл бұрын

This is a coding adventure 4 sure

@NicholasRenotte Жыл бұрын

It was defs interesting lol

@harshmirdhwal Жыл бұрын

@@NicholasRenotte bro can you provide the deadlifting video code??please

@gaurav_0369 6 ай бұрын

This time limit thing creates a thrill

@zxbliz10 2 жыл бұрын

I think the next challenge you should use replt, it would save time on deployment.

@NicholasRenotte 2 жыл бұрын

Will check it out @Zx Bliz!

@manyes7577 Жыл бұрын

wow really like this type of real time trouble shooting vedio

@NicholasRenotte Жыл бұрын

LOL tell me about it!

@davidvaldez6132 Жыл бұрын

Excellent video !!!, that was amazing

@Arya-pt1nf Жыл бұрын

I'm not sure if I missed it but would love to see a video on how you created the ML model through scikit-learn that you used in this video, awesome stuff!

@soumayagabsi5582 Жыл бұрын

Fun to watch, I like short videos like this👍

@mehdismaeili3743 2 жыл бұрын

Excellent, thanks.

@AIWizHash Жыл бұрын

Thalaiva!!! God Mode 👌🏻💯

@yawninglion Жыл бұрын

FYI, the pd.DataFrame constructor takes dictionary as the argument. pd.DataFrame(item.dict()) would work just fine. No need to treat values and keys separately.

@elcrackent13 2 жыл бұрын

with uvicorn you can run in local and deploy, gunicorn not is necessary. Excellent video!!!!!

@NicholasRenotte 2 жыл бұрын

Weird, was getting issues in the past when running the uvicorn command in the Procfile without the preceeding gunicorn call. Thoughts?

@wgb-10 2 жыл бұрын

Good job Nick 👏

@NicholasRenotte 2 жыл бұрын

Thanks a mil @Wesley!

@galodoublier3069 2 жыл бұрын

very cool and interesting way of teaching this!

@NicholasRenotte 2 жыл бұрын

Thanks a million @galo!

@calvinlucian387 2 жыл бұрын

Pickle put you in a real pickle there for a sec...

@NicholasRenotte 2 жыл бұрын

LOL tell me about it!

@City__Walker Жыл бұрын

02:34 Just have more simple variant "pip install fastapi[all]"(full pocket include uvicorn, pydantic)

@AlexandreSokolow 2 жыл бұрын

I was right, I said 20 min in the poll -> video 20min long. :') well done bro

@NicholasRenotte 2 жыл бұрын

Ik ik I had to try to push myself! Thanks a mil @Alexandre!

@n_128 2 жыл бұрын

This is really good content, specially because is fast 😁

@NicholasRenotte 2 жыл бұрын

Love that you enjoyed it @_n

@user-ie5pe6yd1h 4 ай бұрын

Thank You for sharing this knowledge with us, when i found your model pickle I need to test it in my machine

@chrisjarvis509 Жыл бұрын

Great video!

@reniyunita9820 Жыл бұрын

i really very veryyy love your content😍😭😭

@n_128 2 жыл бұрын

It would be good a deeper explanation about things like Heroku

@guruteja7151 2 жыл бұрын

Cool.. we need more of these

@NicholasRenotte 2 жыл бұрын

Plenty more coming @Guru!

@DhanunjayaSrisailamTTT Жыл бұрын

Wow. That's a pretty intence video. I have a request, can you please solve CV and NLP problems like this. Without documentation and StackOverflow. We really need it.

@prashantsai9726 2 жыл бұрын

Great work❤ Waiting for next episode of CodeThat. What would be the topic of next episode🤔😝

@NicholasRenotte 2 жыл бұрын

Hmmm, will just have to wait and see 😉 already working on it this morning!

@chrisogonas Жыл бұрын

Nice one! Thanks

@TimothyGraupmann Жыл бұрын

%20 space so close! Next model try the `whisper` model and you'll need to add a little JS to read the microphone wave data to pass to the model.

@paulkarkarin466 Жыл бұрын

Красавчик! Жму руку! - )

@Rohitsharma-yu3fz Жыл бұрын

Really it was super insightful thank you so much for helping us out.

@muhammaddanishalam4558 2 жыл бұрын

Please make a online test proctoring module with AI.

@lightkira8281 Жыл бұрын

For me u r the best

@theV01dx Жыл бұрын

Pickle exists in Python 3.9+. No need to add it as a dependency.

@ashiqueraju1330 Жыл бұрын

Love ypur work. Could you please do a video on how to segment hair in deep learning

@CppExpedition 6 ай бұрын

liked and subscribed!

@vinayakdumbre2828 2 жыл бұрын

hey nick,one api tutorial for image classification and object detection please.

@NicholasRenotte 2 жыл бұрын

Coming!

@user-kt8nc4xd1u Жыл бұрын

Hi, Nico. Really nice video. Can you also give tutorial videos on deployment on mobile device such as andriod or ios? It would also be great if you create another video on deployment on windows machine? Basically, deployment on non-cloud platforms

@TheBigOTech Жыл бұрын

great video !

@lordcepm 2 жыл бұрын

Oh! So disappointing, you couldn't do it in 15 minutes 😒... ... Just kidding!!! 😂 Amazing video! It is going to be super useful to me. I've always have problems with deploying models and you just did it with a very good explanation. Thank you very much

@NicholasRenotte 2 жыл бұрын

LOL, thanks a mil @Carlos!

@NeuralHackswithVasanth 2 жыл бұрын

code not working😅. Awesome video sir. Would love to see you code transformer architecture from scratch using pytorch under 1 hour sir. Loving this Code That series sir

@NicholasRenotte 2 жыл бұрын

Pickle? 😅

@NeuralHackswithVasanth 2 жыл бұрын

@@NicholasRenotte Coupon code sir🤣😂 But this video is more worth than the gift card. One small space cost you 50$😅. Big fan sir want to see more videos of this kind. You are doing content in unique way sir

@NicholasRenotte 2 жыл бұрын

Oh whattt? Try it on Amazon Australia? I bought it and then realised I think it just works for Oz. That challenge idea sounds sick!!

@Dabes88 Жыл бұрын

Yo do another end of the spectrum I wanna see an hour using everything nobody else does

@abhiavasthi624 2 жыл бұрын

You're really innocent man, you could've just made that change and not given out the gift card, great stuff either way.

@NicholasRenotte 2 жыл бұрын

Nah gotta stay legit for the subscribers on the channel, no cheating!! Thanks so much for checking it out @Abhi!

@link6563 Жыл бұрын

i want it down to 5 seconds i aint got time for this. I WANT A SINGULARITY IN 5 SECONDS

@felipezuniga6316 Жыл бұрын

Amazing video man, i just found your youtube channel and your content its exactly what i was looking for... by any chance do you have a video like this where you explain in detail every step? ps: new follower, keep the good work greetings from chile

@ankit.chaurasiya Жыл бұрын

I don't think for simple regression, you have to do all this. Just get the intercept and equation of line or curve and calculate it programmatically

@rohitchan007 2 жыл бұрын

You're the best!!!

@NicholasRenotte 2 жыл бұрын

Thanks so much @Rohit!

@luis96xd 2 жыл бұрын

In the future, could you make a video of an API NLP Project? Especially with hugging face LLM models?

@NicholasRenotte Жыл бұрын

You got it!

@luis96xd Жыл бұрын

@@NicholasRenotte Omg, thanks! This will be so cool!

@lostparadise7028 2 жыл бұрын

You are awesome bro ..

@NicholasRenotte 2 жыл бұрын

Thanks a million!!

@trevorsatori 2 жыл бұрын

Watch at 2x speed for an api in 10 mins

@NicholasRenotte 2 жыл бұрын

OOoooor, hear me out...get the Chrome Video Controller extension for 3x speed and build an API in 6.6667 minutes? LOL, thanks for checking it out @Satori Digital!

@kevynkrancenblum5350 2 жыл бұрын

👑 , no need add more comment

@NicholasRenotte 2 жыл бұрын

It took everything in my power not too 😂

@muhammadbadar6089 2 жыл бұрын

Pleaaaseee drop a fastapi tutorial

@mdreyadhossain5993 Жыл бұрын

love it

@afterwork260 2 жыл бұрын

Hi Nicholas, just curious, what monitor do you use? I

@NicholasRenotte 2 жыл бұрын

Samsung CT550, but I don’t recommend them…not vesa mountable!

@afterwork260 2 жыл бұрын

@@NicholasRenotte Thanks for the reply. So what monitor do u recommend now?

@NicholasRenotte 2 жыл бұрын

@@afterwork260 honestly haven't had a look at them in a while but the last one I was interested in was the Samsung CRG90

@bichhubiswa13 Жыл бұрын

Hi Nicholas, Really appreciated your efforts ... Do you have any planning to make a series on deep learning & computer vision from Zero to Hero live coding sessions ...

@tammyk29 2 жыл бұрын

Hey Nicholas, I have been doing data science for a while, but I never really learned the deployment and API part. Do you have some useful courses/videos that will help me learn? Great video btw, just a bit fast for a beginner :D

@NicholasRenotte 2 жыл бұрын

Ooooh, I don't really know of anything out there that is really on point. I've been toying with the idea of getting this book I've heard good things but I haven't read it myself so don't have any personal opinions about it yet: www.amazon.com/Designing-Machine-Learning-Systems-Production-Ready/dp/1098107969

@codewithluq 2 жыл бұрын

Hahahah...........I have enjoyed this one

@NicholasRenotte 2 жыл бұрын

😂 same!

@AnsumanSingh1 6 ай бұрын

Great Video. I learned a-lot. Thanks. I had a question , Can the .pkl file be large. (in GBs) How do you manage in this case ? What will be the API performance. I am thinking it might take a lot of time to load .pkl file. Looking forward to hearing more. Thanks again.

@aromalsrajan6908 2 жыл бұрын

Can you make a tutorial on Docker🙂

@NicholasRenotte 2 жыл бұрын

Ooooh, I like this suggestion! You got it.

@NicholasRenotte 2 жыл бұрын

I hate pickles

@NicholasRenotte 2 жыл бұрын

Also, I think you might need to claim the code on Amazon Australia peeps my bad. Will make sure the next one is globalish

@n_128 2 жыл бұрын

Hahahaha

@adityanjsg99 Жыл бұрын

I use Plotly Dash embedded inside Django.

@gnavarrolema Жыл бұрын

Hi Nicholas, great videos and content. Thank you. How can I see all the courses you will be launching?

@vulamnguyen9453 2 жыл бұрын

Could you make a video about deploying ML/DL model on AWS? Currently I'm using ngrok and fastapi on Colab but it ain't good for long. :D Does Heroku provide gpu instances?

@canerkoyuncu6771 Жыл бұрын

That's amazing and wonderful! Your videos are insane and I really excited to try those but I'm beginner in python and ml. What should I learn after py and ml basics? I know basics of py and ml but I still don't know how can I go on this road.

@canerkoyuncu6771 Жыл бұрын

Also, I have 1.5 years to learn this stuff. So, I'm ready any challenging roadmap

@PlaaasmaMC Жыл бұрын

Hello Nicholas, with the new release of ChatGPT I have a lot of interest in making something similar to it (as I'm sure many people do). I know it won't be nearly as intelligent as GPT but it could be tailored to a more specific task because you have full control over training data. Could you possibly make a video on token prediction?

@aashaydoshi2697 2 жыл бұрын

The pip issue might have propped up due to pandas (as it uses pickle). Possible solution is to downgrade pandas and check

@NicholasRenotte 2 жыл бұрын

Ahhh, apparently it's a base library, doesn't need to be included!

@peroforrr7663 Жыл бұрын

Hello, 🎉 great content! I would like to request a video on a solution for chatting on PDFs using an open-source model from Hugging Face that utilizes GPU and ensures data privacy.