Build your first API in 10 minutes | API tutorial | FastAPI tutorial | Build API from scratch

Build your first API in 10 minutes | API tutorial | FastAPI tutorial | Build API from scratch
#datascience #machinelearning #shorts
Hello ,
My name is Aman and I am a Data Scientist.
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Topics for the video:
Build your first API in 10 minutes
API tutorial
FastAPI tutorial
Build API from scratch
python api fastapi
fastapi in python
fastapi rest api
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Hands-On Machine Learning with Scikit Learn, Keras, and TensorFlow by Aurelien Geron - amzn.to/3gV8sO9
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The Art of Data Science By Roger D. Peng - amzn.to/2KD75aD
Predictive Analytics By By Eric Siegel - amzn.to/3nsQftV
Data Science for Business By Foster Provost - amzn.to/3ajN8QZ
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Naked Statistics By Charles Wheelan - amzn.to/3gXLdmp
Practical Statistics for Data Scientist By Peter Bruce - amzn.to/37wL9Y5
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Introduction to machine learning by Andreas C Muller - amzn.to/3oZ3X7T
The Hundred Page Machine Learning Book by Andriy Burkov - amzn.to/3pdqCxJ
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The Pragmatic Programmer by David Thomas - amzn.to/2WqWXVj
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[@fairmeir]

🎯 Key Takeaways for quick navigation: 00:00 🚀 *Introduction to API and FastAPI* - Definition of API: Simplifying the concept of APIs as a way for one program to use the logic of another program. - Basics of API: Explaining key terms like endpoint, API key, API request, and response types. - FastAPI Demo: Introducing FastAPI with a simple machine learning model example for predicting survival based on age and sex. 04:35 🛠️ *Building Your Own API with FastAPI* - FastAPI Installation: Installing FastAPI and demonstrating a simple rule-based machine learning model in a few lines of code. - API Development Process: Using decorators and logic to create an API endpoint with FastAPI. - Testing API: Running and testing the API using FastAPI's interactive documentation. 07:48 🖥️ *Consuming the API and API Gateway* - Consuming API: Writing a script to consume the API and retrieve responses based on input parameters. - API Gateway: Discussing the importance of gateways in API development and demonstrating an alternative method using a payload for data protection. - Practical Considerations: Emphasizing the need for a running API to interact with and the secure handling of data in API requests. 10:36 🔐 *API Key and Final Remarks* - API Key: Explaining the concept of API keys as a means to protect against misuse and ensure controlled access. - Secure API Usage: Recommending the use of API keys and avoiding passing queries in the URL for better security. - Homework Assignment: Encouraging viewers to host their machine learning model in an API, access it through a browser, and gain a practical understanding of API functioning. Made with HARPA AI

[@yaekobbonke5704]

I watched 1hour video to understand about Api. But i didnt understand. I watched this 12minute video and understood everything about Api. Thank you brother.

[@UnfoldDataScience]

Thanks a lot. Welcome to unfold data science.

[@satrasalaabi9676]

Superb Aman, demonstrated in simple way and understood well, Thanks a lot...Can you please make series on Tensor flow

[@UnfoldDataScience]

Yes, sure

[@Squirrellium]

I understood the beginning part really well. I really like how you explain things. It's hard to find good instructors about IT and you explain things like a teacher/educator. Thank you for that. Well done. I have a question, right now I've watched til 6 minutes. I didn't understand how we went from adding two numbers to weather page? Why not use a page that does calculations? I didn't understand that jump or did I miss some logic there maybe?

[@UnfoldDataScience]

Ok - we moved to API example, initial prt was context setting.

[@KrishnaShrivastava-pu4to]

how to deploy this api so that it is accesible from everywhere

[@almutabbil-jn2pt]

Thanks for the tutorial, I am having an issue when I am running the code from the prompt window, after I click on enter I am getting a pop up to select an application to open my app with! why is that?

[@the_80s_gamer]

It made a lot more sense for me after watching this. Thank you brother.

[@evilgenius8444]

Wow I have understood APIS now... Thanks very much. However am requesting you to make a broader video explaining the second concept of using payload as it is more complex. Thanks in advance. Please tag me when you make the video.

[@manjulachandrashekar1349]

As i understood, we can build or call api in 2 ways 1. Get way 2. Put way Get way: passing the data in url itself Put way: we use pydantic package, from this we get base model, in this base model we give our input. Is payload related to get way or put way, could you please clarify me

[@anuragrajput68]

Related to put way

[@ajaychaudhari8548]

Really nice explanation 😍

[@GauravGupta-vo4ii]

Thanks for the useful information, just one feedback: Please try to cover topics in more detail .

[@TechnicalEinstein]

sir please tell me how to Fetch Vehicle Details In Bulk - Get Vehicle Insurance Details | RC Details in Excel using Python please make a video on this topic

[@sethupathyasokan7412]

Excellent explanation mate . Thanks

[@pavithrav8418]

Hi bro..is it like function calls in our programming language? Plzz respond.

[@UnfoldDataScience]

Somewhat similar - yes

[@dwijgurram5490]

Good explanation

[@princephilip497]

Any body pls tel me how to reshedule my api 570 exam. When iam doing this its shows that, in location : any prometric cente. I haven't seen any i can choose

[@smartguy2842]

The most helpful and in the simplest terms' video about API I've ever seen, I swear. Thanks mate!

[@UnfoldDataScience]

Your comments are my powerhouse. Keep writing , cheers.

[@piyushugale]

Very nice basic e some to clear concept 👍

[@UnfoldDataScience]

Thanks Piyush.

[@chrisder1814]

hello I have some ideas but I don't know anything about code so I use no code tools and I had some ideas but I would like to know what you think

[@jermesastudio]

Thank you for this tutorial. It was helpful for my work.

[@omg_kundan]

Nice Explanation ❤

[@rohitpandey9920]

While executing the unicorn app:Im getting the error 'error loading ASGI: Could not import module 'main'. Please help. Even the http 8000 URL is not opening for me

[@wakeelkumarsah4476]

Thanks very good video for actually first steps to understanding the API ❤

[@kiranhinge22]

restapi and fastapi is same? reply please

[@UnfoldDataScience]

No.

[@pallavigupta3561]

Very well explained . Thanks!

[@dnyaneshwarkaulwar6581]

Can anyone help me to build api...i am having real problem

[@UnfoldDataScience]

what is your issue?

[@zameerahmed1775]

Ur too awesome ............ U shud be in IIT mumbai. 🙃🙃 Very Good ........... God bless u

[@surojmaharjan5467]

So in summary API is Json data? I'm still confused sir.

[@maz2045]

Good work, I subscribed

[@SomeshRajvlogs]

can someone help me make api for deepspeech model

[@ravneetgill86]

Hi, thank you for great informative video, I have a challenge finding a local API hosted on our company website, is there any way to find it?

[@UjaychandraChandran]

which Api Its Create Rest or Soap

[@TechnicalAdarsh14]

Same doubt ?

[@UnfoldDataScience]

Your question is not clear.

[@kiranbakale8207]

Thanks

[@rahulshendre7089]

thanks

[@AanishaSethi]

Thank You !

[@nasiruiu]

before start you said Addition two number, but in details you shown sex

[@UnfoldDataScience]

Oh - I will check

[@spicytuna08]

awesome. thank you so much!!!

[@UnfoldDataScience]

You're welcome!

[@senthilkumar5129]

supper way of teaching thank you

[@mechworld1588]

writing api in python only or else we can use other languages ,pl can u just reply me

[@UnfoldDataScience]

Any language we can use to call api

[@JoelSamJohnson]

Thanks for this man!

[@subramanianchenniappan4059]

Thanks . I am a restful backend api tech lead . Wanted to learn this fastapi

[@balaji5703]

Sir I create a api in node How to I upload my api online

[@sethupathyasokan7412]

How to install visual studio code ? Is it free

[@amrithMilW]

at 8:54 when u run the program returns Sruvive = 1, isn't that wrong? because the logic is if (age

[@sliimjiim]

its 'or' not 'and'

[@amrithMilW]

​@@sliimjiim isn't & means and , || means 'or'

[@sliimjiim]

​@@amrithMilW watch 5:17 he uses or operator. In python we use 'and' instead of & and 'or' instead of ||

[@rajkumarmaurya2918]

Worst video on api dev sorry but I'm unliking the video😢

[@MBAKIJUZIJUDAS]

Ur not just serious 😊😊😊and this is how rubians war started 😂

[@moraa6996]

It helped some think of it just be good or correct in a right way😊

[@8885664452]

Manual comment test

[@UnfoldDataScience]

Thanks for watching