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

Unfold Data Science
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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
About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well.
Book recommendation for Data Science:
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The Elements of Statistical Learning by Trevor Hastie - amzn.to/37wMo9H
Python Data Science Handbook - amzn.to/31UCScm
Business Statistics By Ken Black - amzn.to/2LObAA5
Hands-On Machine Learning with Scikit Learn, Keras, and TensorFlow by Aurelien Geron - amzn.to/3gV8sO9
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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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22 авг 2024

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Комментарии : 62   
@fairmeir
@fairmeir 7 месяцев назад
🎯 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
@yaekobbonke5704 Год назад
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
@UnfoldDataScience Год назад
Thanks a lot. Welcome to unfold data science.
@smartguy2842
@smartguy2842 8 месяцев назад
The most helpful and in the simplest terms' video about API I've ever seen, I swear. Thanks mate!
@UnfoldDataScience
@UnfoldDataScience 8 месяцев назад
Your comments are my powerhouse. Keep writing , cheers.
@satrasalaabi9676
@satrasalaabi9676 Год назад
Superb Aman, demonstrated in simple way and understood well, Thanks a lot...Can you please make series on Tensor flow
@UnfoldDataScience
@UnfoldDataScience Год назад
Yes, sure
@jermesastudio
@jermesastudio 3 дня назад
Thank you for this tutorial. It was helpful for my work.
@evilgenius8444
@evilgenius8444 2 месяца назад
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.
@Squirrellium
@Squirrellium 11 месяцев назад
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
@UnfoldDataScience 11 месяцев назад
Ok - we moved to API example, initial prt was context setting.
@sethupathyasokan7412
@sethupathyasokan7412 Месяц назад
Excellent explanation mate . Thanks
@the_80s_gamer
@the_80s_gamer 7 месяцев назад
It made a lot more sense for me after watching this. Thank you brother.
@omg_kundan
@omg_kundan Месяц назад
Nice Explanation ❤
@piyushugale
@piyushugale Год назад
Very nice basic e some to clear concept 👍
@UnfoldDataScience
@UnfoldDataScience Год назад
Thanks Piyush.
@manjulachandrashekar1349
@manjulachandrashekar1349 Год назад
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
@anuragrajput68 10 месяцев назад
Related to put way
@GauravGupta-vo4ii
@GauravGupta-vo4ii 11 месяцев назад
Thanks for the useful information, just one feedback: Please try to cover topics in more detail .
@KrishnaShrivastava-pu4to
@KrishnaShrivastava-pu4to Год назад
how to deploy this api so that it is accesible from everywhere
@wakeelkumarsah4476
@wakeelkumarsah4476 3 месяца назад
Thanks very good video for actually first steps to understanding the API ❤
@TechnicalEinstein
@TechnicalEinstein 3 месяца назад
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
@JoelSamJohnson
@JoelSamJohnson 7 месяцев назад
Thanks for this man!
@zameerahmed1775
@zameerahmed1775 8 месяцев назад
Ur too awesome ............ U shud be in IIT mumbai. 🙃🙃 Very Good ........... God bless u
@spicytuna08
@spicytuna08 Год назад
awesome. thank you so much!!!
@UnfoldDataScience
@UnfoldDataScience Год назад
You're welcome!
@user-km6rm3td5r
@user-km6rm3td5r 3 месяца назад
Thank You !
@senthilkumar5129
@senthilkumar5129 Год назад
supper way of teaching thank you
@almutabbil-jn2pt
@almutabbil-jn2pt 8 месяцев назад
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?
@chrisder1814
@chrisder1814 Месяц назад
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
@kiranhinge22
@kiranhinge22 Год назад
restapi and fastapi is same? reply please
@UnfoldDataScience
@UnfoldDataScience Год назад
No.
@subramanianchenniappan4059
@subramanianchenniappan4059 8 месяцев назад
Thanks . I am a restful backend api tech lead . Wanted to learn this fastapi
@kiranbakale8207
@kiranbakale8207 6 месяцев назад
Thanks
@pavithrav8418
@pavithrav8418 Год назад
Hi bro..is it like function calls in our programming language? Plzz respond.
@UnfoldDataScience
@UnfoldDataScience Год назад
Somewhat similar - yes
@rahulshendre7089
@rahulshendre7089 6 месяцев назад
thanks
@ravneetgill86
@ravneetgill86 Год назад
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?
@princephilip497
@princephilip497 5 месяцев назад
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
@surojmaharjan5467
@surojmaharjan5467 9 месяцев назад
So in summary API is Json data? I'm still confused sir.
@UjaychandraChandran
@UjaychandraChandran Год назад
which Api Its Create Rest or Soap
@TechnicalAdarsh14
@TechnicalAdarsh14 Год назад
Same doubt ?
@UnfoldDataScience
@UnfoldDataScience Год назад
Your question is not clear.
@dnyaneshwarkaulwar6581
@dnyaneshwarkaulwar6581 Год назад
Can anyone help me to build api...i am having real problem
@UnfoldDataScience
@UnfoldDataScience Год назад
what is your issue?
@rohitpandey9920
@rohitpandey9920 10 месяцев назад
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
@SomeshRajvlogs
@SomeshRajvlogs Год назад
can someone help me make api for deepspeech model
@mechworld1588
@mechworld1588 Год назад
writing api in python only or else we can use other languages ,pl can u just reply me
@UnfoldDataScience
@UnfoldDataScience Год назад
Any language we can use to call api
@amrithMilW
@amrithMilW 4 месяца назад
at 8:54 when u run the program returns Sruvive = 1, isn't that wrong? because the logic is if (age
@sliimjiim
@sliimjiim 24 дня назад
its 'or' not 'and'
@amrithMilW
@amrithMilW 23 дня назад
​@@sliimjiim isn't & means and , || means 'or'
@sliimjiim
@sliimjiim 23 дня назад
​@@amrithMilW watch 5:17 he uses or operator. In python we use 'and' instead of & and 'or' instead of ||
@nasiruiu
@nasiruiu Год назад
before start you said Addition two number, but in details you shown sex
@UnfoldDataScience
@UnfoldDataScience Год назад
Oh - I will check
@balaji5703
@balaji5703 3 месяца назад
Sir I create a api in node How to I upload my api online
@sethupathyasokan7412
@sethupathyasokan7412 Месяц назад
How to install visual studio code ? Is it free
@rajkumarmaurya2918
@rajkumarmaurya2918 3 месяца назад
Worst video on api dev sorry but I'm unliking the video😢
@MBAKIJUZIJUDAS
@MBAKIJUZIJUDAS Месяц назад
Ur not just serious 😊😊😊and this is how rubians war started 😂
@moraa6996
@moraa6996 Месяц назад
It helped some think of it just be good or correct in a right way😊
@8885664452
@8885664452 10 месяцев назад
Manual comment test
@UnfoldDataScience
@UnfoldDataScience 10 месяцев назад
Thanks for watching
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