OpenAI Assistants API - Course for Beginners

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Learn how to use the OpenAI's Assistants API to build powerful AI assistants. In this course, we'll explore how to leverage the Assistants API by OpenAI to create dynamic, intelligent web apps using Streamlit.
What we'll cover:
1️⃣ Function Calling with the API: Learn to seamlessly integrate the Assistants API into your applications, enabling advanced AI functionalities right at your fingertips.
2️⃣ Knowledge Retrieval: Discover how to use the API to extract information, answer questions, and make your applications smarter and more responsive.
3️⃣ Code Interpreter Capabilities: Dive into the API's ability to interpret and generate code, a game-changer for automating tasks and enhancing your app's capabilities.
4️⃣ LLM Fundamentals: Gain a solid understanding of Large Language Models (LLMs) and how they form the backbone of OpenAI's Assistants API. This module demystifies the technology and provides a foundation for advanced application development.
The course features a series of hands-on projects and real-world examples to apply what you've learned. By the end of our session, you'll have the skills and confidence to build your own intelligent web apps using Streamlit and OpenAI's Assistants API.
⭐️ Code ⭐️
Personal trainer: github.com/pdichone/vincibits...
Personal trainer: github.com/pdichone/vincibits...
Study-Buddy: github.com/pdichone/vincibits...
✏️ Created by ‪@vincibits‬
Twitter (X): @buildappswithme
⭐️ Contents ⭐️
⌨️ (0:00:00) Introduction
⌨️ (0:01:02) What’s This Course About - What Will You Learn?
⌨️ (0:01:33) Pre-requisites
⌨️ (0:02:44) Python and Dev tools Set up
⌨️ (0:04:22) VS Code Installation
⌨️ (0:05:31) OpenAI Account - Generate an API Key
⌨️ (0:07:53) What is the Assistants API & Benefits - Comparison Between the Chat Completion API and the Assistants API
⌨️ (0:18:16) Assistants API Building Blocks
⌨️ (0:24:04) Creating an Assistants API - Manually (Personal Trainer)
⌨️ (0:38:20) Creating an Assistants API - In Code (Personal Trainer)
⌨️ (1:04:15) Build a News Summarizer Introduction: Function Calling - A Streamlit Application
⌨️ (1:25:39) Create an AssistantsManager Class For our News Summarizer
⌨️ (2:10:46) Using the AssistantManager Class to Create an Assistant and run it as a Streamlit App
⌨️ (2:28:23) Knowledge Bases Retrieval Tools - How it Works & Introduction to Embeddings
⌨️ (2:35:25) Build a Study Buddy Streamlit Application
⌨️ (3:22:24) Run the Study Buddy Streamlit Application and Test
⌨️ (3:29:27) Wrap up and Final Considerations.
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
--
Learn to code for free and get a developer job: www.freecodecamp.org
Read hundreds of articles on programming: freecodecamp.org/news

Опубликовано:

25 июн 2024

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Комментарии : 185

@vincibits 5 месяцев назад

Thank you so much for watching, Everone. I hope you find this course valuable and if you have any question don’t hesitate to reach out to me :) again, thank you for the opportunity 🎉

@noNullMoments 4 месяца назад

Love your style. Subscribed. Waiting for more quality videos.

@vincibits 4 месяца назад

@@noNullMoments Thank you so much for your support. It means the world to me... :)

@noNullMoments 4 месяца назад

Discord server was the early birds? 😀@@vincibits

@joyaljose3666 4 месяца назад

Without having the API subscription can we able to do the python code

@vincibits 4 месяца назад

@@joyaljose3666 you have to have the API subscription, however, if you open an account (for the first time) you'll have a few Free credits that you can use :)

@goo_tx 4 месяца назад

This dude's voice is so soothing I might learn this lesson in my sleep.

@vincibits 4 месяца назад

Hahh.. Is that a good thing? I mean I want you to learn, and not to fall asleep :)

@thallesn 3 месяца назад

Also liked it. Soft and clear. It's a good thing for sure.

@rolandcucicea6006 3 месяца назад

for real, it feels like I'm being taught by Kendrick Lamar

@vincibits 3 месяца назад

@@rolandcucicea6006 lol! I hope that's a good thing?!

@aeonfoxie1260 2 месяца назад

@@vincibits, To me I feel like you teaching me like sitting next to me. 😄

@craignine5074 5 месяцев назад

Paulo was the first to do Flutter Courses. Love to see he’s still making great videos.

@vincibits 5 месяцев назад

Thank you so much for your kind words :)

@deja00 3 месяца назад

I am casually watching this course, and I like the teacher. I am casually considering trying to follow along. I appreciate the relaxed speed of the course. I have seen some other hotshot young RU-vidrs, talking about Assistants API, but they are so fast, so I don't understand anything. This teacher's speed is just right for me :)

@vincibits 2 месяца назад

Thank you!!

@karimbouche3563 5 месяцев назад

Mr.bo this gentleman is an excellent teacher take care of him

@AlexWoolford 5 месяцев назад

Smooth, masterful, and timely walk-though of the OpenAI Assistants API. Very clear. Much more pragmatic than reading the docs. Fantastic job!

@kalamatej 5 месяцев назад

i was just saying the exact opposite to myself 😅 Anyway, thank authors for the effort and for the ideas included 😌

@vincibits 4 месяца назад

@@kalamatej You don't like the course? I am just curious :)

@TheYoungSoul 24 дня назад

Thank you very much for putting this video together. Just as an FYI for anyone trying to get the Studdy Buddy to work. You should pin your openai python package to 1.14.0 ( later versions might work, but the latest will not ) because the API changed in the latest version of the OpenAI Python API.

@fatumaali4398 2 месяца назад

Randomly came across this tutorial and the instructor has such a calming voice and so so easy to grasp the lesson. This is something I haven’t even considered learning before and I am so focused on the subject that I’m excited to give it a try. Thank you!!

@rocketPower047 Месяц назад

This was really excellent! For the study buddy, I think things are different now since the code doesn't work, so I converted the related functions to work like it does in the openai documentation for file searching. Works great! Thanks so much!

@Xantianis 4 месяца назад

I just finished this course and I must say I thoroughly enjoyed it! The content was well-explained and beginner-friendly. I would be really excited to see more videos on this topic in the future. Please continue with the great work, and I'm looking forward to the next videos!

@vincibits 4 месяца назад

Thank you so. much!

@KAIZENTECHNOLOGIES 5 месяцев назад

Oh my god finally 😭I've been waiting for this

@sullgun7600 5 месяцев назад

Amazing Teacher, Very detailed Tutorial.

@vincibits 5 месяцев назад

Thank you so much! I really appreciate you!

@ezekiel-adetoro 3 месяца назад

Thanks for this tutorial, this solves my tasks for this sprint.

@skale1963 Месяц назад

Great instructor, calm and methodical. Thank you 🙏

@rafaelcattan287 2 месяца назад

Great content! Unlike speedy, marketer, shallow content that is often seen, this man provides in depth, nicely paced, original content. 👏👏

@vincibits 2 месяца назад

Thank you so much! I really appreciate it!

@arepitas5019 4 месяца назад

Thank you so much for this tutorial!! Very helpful

@mr.daniish 5 месяцев назад

Love Paulo! Always a pleasure to see him.

@PauloDichone 4 месяца назад

Thank you so much! It means a lot to me. Thank you!

@vincibits 4 месяца назад

Thank you so much!

@rmn6088 4 месяца назад

thank you so much for this video. saved us all a ton of time. the api from the application is generating inconsistent responses and behaves as if the files don't event exist. However, from the playground, it works as expected.

@vincibits 4 месяца назад

Thank you so much!

@pragadoegito 5 месяцев назад

Paulo is great. I did one of his courses on another plataform. Happy to see him here

@vincibits 5 месяцев назад

Thank you so much for your kind work! I am humbled!

@vincibits 5 месяцев назад

Thank you for your kind words. It means a lot!

@disrael2101 5 месяцев назад

i watched the first 10 minutes but i'm still confused regarding what assistant api actually does, i even asked chatgpt but it doesn't know either.. is it just chatgpt api or i can use this to teach the chat's api to learn only my specific dataset and answer questions regarding that data without answering other topics? thanks! p.s. i've subscribed to your youtube channel btw, i saw few interesting python projects there i hope you keep it up and not give up after a year or. so like most youtubers@@vincibits

@IonizedSun 5 месяцев назад

Thank you very much. Easy to follow. I'll try it in NodeJS ❤

@vincibits 5 месяцев назад

Thank you!

@xenaidop6416 5 месяцев назад

As always Steve Jobs giving great advice thanks steve.

@togepilinhvuu906 4 месяца назад

Thanks a lot for this tutorial. I've learned a lot from this. 2:14:48 I wonder why we need to create the assistant everytime users click the button? This creates a lot of assistant in the OpenAI account. Should we just create it one time when the app is built?

@d.Santos18 3 месяца назад

Great Course! watched from Brazil

@karimkrimou399 5 месяцев назад

Mr paulo really your style is excellent and that was very helpfull,hope to see more frequently in this channel,hope mr bo will accept

@vincibits 4 месяца назад

Thank you so much!

@Gardetsky 4 месяца назад

I was looking for this many weeks, most of the other information is out of date and code is not working. Thank you so much! if you can make another video about how to connect this to simple webinterface - would be great!

@sayedmobashir7803 5 месяцев назад

This course is very nice and useful for us thanks all of that

@vincibits 5 месяцев назад

Thank you! I am glad you find it helpful!

@user-yn3nh5op5f 3 месяца назад

Thank you so much. This is what i need 🎉

@not_subodh.7998 2 месяца назад

Thank you for such a indepth tutorial and it has help me alot and I think you have alot to offer.You can really provide alot of value if you just brush up a little in your teaching skills as I am totally lost sometimes on which part I am coding when your writing a monolith and only seeing the final result in the end. I dont know which part is broken or which part does what. Again I dont mean this to come in a bad way.

@VinayakGNair 5 месяцев назад

Paulo 's flutter course was good. I took it in udemy.

@vincibits 5 месяцев назад

Thank you!

@nigeldogg 3 месяца назад

Great content, thanks! Do you have a preference when building a RAG app to work with the OpenAI Assistants API, Llama Index, or Langchain?

@deepaksood9592 4 месяца назад

Please share the slides / presentation for notes. Thanks 🙏

@leonardosantiago8251 2 месяца назад

Great course, thank you for making available this high quality content 😃

@sultan4youu 5 месяцев назад

Thanks

@juliotriana4449 5 месяцев назад

Very useful, Thank you Paulo

@vincibits 5 месяцев назад

Thank you!

@user-mv9ul9tz1c 2 месяца назад

Thank you for the tutorial, it's truly awesome. I need to find time to thoroughly review it. I have a question: I'm currently looking to analyze simulated data from interviews between psychologists and clients. Each interview is about 20,000 tokens long, and I want to summarize the Q&A content to create a case report for each client. However, loading all the data at once is a significant challenge. I've considered dividing the data into batches and feeding it to the assistant for processing, but this often leads to incoherent outputs, as if the assistant is hallucinating. My current plan is to split the data into multiple files, then gradually submit these to the assistant to generate summaries, and finally integrate these into a comprehensive case report. The issue is that my current programming skills are limited to simple interactions-submitting a question and receiving an answer. Although I can use a for loop to process batches of data for summaries, these seem to be treated as separate conversations without shared context, which means the AI might not remember past interactions. How can I program it so that my prompts are processed in a single thread, similar to how the assistant interface maintains context throughout a conversation? Thank you for your help.

@Cymricus 3 месяца назад

This is a wonderful video @vincibits This may be premature since I haven’t tried it yet, but I’ve been doing a lot of work so I’m not token hogging and this assistants API feels like it may eat up tokens. I’ll benchmark each for comparison. The convo history compression alone would be something I’d rather managed in a thread, but if it’s using up tokens, it’s gonna be expensive

@RhinoInsight 5 месяцев назад

Fantastic job Paulo!

@vincibits 5 месяцев назад

Thank you so much!

@jacobji0415 3 месяца назад

Love this video! By the way, is there the code of function calling provided? I do not find it in the profile.

@providence6643 4 месяца назад

Paulo, wonderful course, and thank you. Is the OpenAI Assistant python class code you demonstrated available anywhere? I looked at the links provided (two were the same) and didn't see anything regarding the class development. Again, thank you so much for your time.

@euginekholmogorov5196 2 месяца назад

thanks a million for this content

@peerjako 2 месяца назад

In the Study Buddy you need to fix upload_to_openai so that the file actually gets a name when uploaded: def upload_to_openai(filepath): with open(filepath, "rb") as file: response = client.files.create(file=(os.path.basename(filepath), file), purpose="assistants") return response.id

@Rahulkp220 2 месяца назад

Correct.

@miguelospina5848 2 месяца назад

thanks very much,

@aeharrison1able 2 месяца назад

Thanks a million. i had nothing working until you provided this. very kind of you!!!

@aeharrison1able 2 месяца назад

it really gets to me that error prevented the assistant from working and only you mentioned it. im lucky i saw your comment and connected the problem to the code,. not familiar with python i would have never figured that out. i cant thank you enough. made all the difference. i have a big question for you: do you think my sql tables with extensive business calculation knowledge examples can be read in and recognized as the models for building any workflow? organized by access, functions and sequence, this methodology can define any business process. if an assistant can read in my proven formulas that reside in 15 sql tables and let users select from them and build new ones anything can be defined, matched and executed.

@CashCowInvestor 4 месяца назад

This is a goldmine

@collinvelarde7473 2 месяца назад

This was excellent. Do you do consultations as well? Thanks.

@xdominguez1978 5 месяцев назад

Amazing tutorial! One question about the cost. Is cheaper to create a new thread for each message or it's the same we use the same thread for each messages ? How to calculate cost of usage ?

@osamaa1891 5 месяцев назад

same question I have

@ExodusUz 20 дней назад

The best!

@mariuswilsch4035 3 месяца назад

I think there is a little mistake in the video description. The personal trainer github repo shows up twice and the newsSummarizer is missing!

@GBS.NOCODEAI 2 месяца назад

Thanks!

@skyhappy 5 месяцев назад

I used assistants api a week after it released. I'm just a small text file it was super slow I'm saying 10 seconds for a simple question. It's a really unoptimized rag system.

@davestorm6718 28 дней назад

How did you get intellisense on the openai parameters (enums, etc) in VS Code? Which extension? (there are dozens, but I like what I'm seeing on your video)

@swarupsaha1976 5 месяцев назад

Plz tell me which version of dell laptop is required for OpenAI project

@NellOdelsfunk-vk1sm Месяц назад

awesome video!

@shristypriyadarshini7514 Месяц назад

Voice!!! ❤

@KumR 4 месяца назад

nice. so assistance api is something which is doing what langchain does??

@Basirafeef 2 месяца назад

thanks for sharing great knowledge sir, can we have assistant api implementation in php

@fintech1378 3 месяца назад

would assistant API follow the same response with custom GPT if we give them both the same instruction?

@ecstaticsolution 2 месяца назад

Its awesome.

@VivekSharmaNZ Месяц назад

Is there a reason that we have to wait for the run to complete? I see that OpenAI allows streaming - client.beta.threads.runs.stream

@nguyenquangngoc3993 5 месяцев назад

Great job. It would be great if you can teach us how to implement stream responses when it release for tge Asistant api

@vincibits 5 месяцев назад

Will do!

@nguyenquangngoc3993 2 месяца назад

Please do a short follow up with the streaming responses 😊😊😊

@Shorts-lb2if 4 месяца назад

in the function call, how can we connect to the database?

@ZyLkeFarroh 2 месяца назад

I would like to ask how to activate, (source myenv/bin/activate), I am stuck here, I am a windows user and I followed the steps you instructed but I am stuck at this early hahahaha, could you instruct me?

@jean-yveshillion6749 2 месяца назад

@vincibits Thank you very much for your explanations. I can't find the link to get code about News Summarizer. Could-you publish it again?

@marklangley7135 2 месяца назад

As a knowledge base can’t you just get it to retrieve large files and then the chat gpt will incorporate it into its answer without all the coding?

@user-fi8pc9pz4k 2 месяца назад

Can I create a single PDF chatbot assistant and use it for multiple users or I have to create a new assistant for each user ? I am talking about android application.

@aleperezmoreno2368 3 месяца назад

Interesting how about 70% of the video just shows things you can already do with the normal chat completions API (function calling), but with way less overhead and cost. Anyway, good video 👍

@danr4746 2 месяца назад

Can you tell me what kind of computer or laptop you are using? I am 47 yrs old and starting my life over. I need a new career. I was hoping to develop skills using A.I. so I can get out of my horrific predicament. Please any advice would be great. Great video by the way!🤙

@andreasek341 4 месяца назад

Good but perhaps a bit slow? Speed x10

@adityagupta7288 2 месяца назад

Now see the thing is, they have mentioned multiple forms of pricing in OpenAI, it's confusing, if you could help. You see, if wer'e using assistants api with 4 or 4.5 turbo models, also fine tuning a bit(if this means training our assistant to some extent), then they are going to charge separately on the three fronts they mentioned there? model + assistant api(session thing) + fine tuning($8/M tokens or so)?

@punk_e_meme 2 месяца назад

why didn't you get directly with google colab? No need to install coder or python libraries as is all in one. Makes sense ora do you see any issue in using google colab?

@hoangnguyenhuy8360 4 месяца назад

(58:58) why the response when call assistant was so slow ? Do u have a solution or something explain that ?

@sayedmobashir7803 5 месяцев назад

❤ yes I a great 👍

@astroewok7298 5 месяцев назад

What are the benefits of using this over say the custom GPT’s?

@juandager5220 5 месяцев назад

Using someone else's configuration versus making your own. More power and more control to you at the expense of having to do the work...

@tyranmcgrath6871 5 месяцев назад

But you make your own Custom GPT's anyway

@hitenkaistha3221 4 месяца назад

where will we get these notes ?? plz help

@fintech1378 3 месяца назад

sorry im new OAI asssistant API..i have already had 'credentials' from my custom GPT in GPT store. how can i connect it to my separate app with assistant API? not recreating the instruction on assistant API but just connect it to custom GPT in GPT store that i have already created earlier

@user-un2fr6rk2v 5 месяцев назад

❤❤❤

@karimgamal1208 3 месяца назад

thanks for the video, but I a getting this error:"TypeError: OpenAI.__init__() takes 1 positional argument but 2 were given"

@ahsanmalik9576 2 месяца назад

Why I cant see is no save button, when I am creating assistant?

@seewave544 3 месяца назад

Dude I just fall in love with you ❤❤

@aeharrison1able 3 месяца назад

hi where you supply the 3 links for your course code, there is an error the 2nd project link, the first persona-trainer code is repeated so i have been trying to type in every word as you say it and its very hard to comprehend at the same time. could you please fix that link to go to NEWS-SUMMERIZER code instead?

@ramangupta5918 2 месяца назад

Yes, I can't find the news summarizer code as well @vincibits

@codearabawy Месяц назад

Does anyone face very slow api calls? I even tried with latest model '4o' but I'm getting many failures and in case of success, it could take up to 10 seconds or more to get a response.

@naehalmulazim 2 месяца назад

This isn't possible without credit card info, right? Even the $5 credits on the new account aren't a lot?

@tiffanyw3794 2 месяца назад

Does this cover how to create images with assistants

@jyotishmoydeka6804 5 месяцев назад

I am getting this error in personal trainer project plss tell me how to resolve this--> raise OpenAIError( openai.OpenAIError: The api_key client option must be set either by passing api_key to the client or by setting the OPENAI_API_KEY environment variable and this error also--> File "C:\Users\ASUS\OneDrive\Desktop\New folder (3)\main.py", line 24, in thread = client.beta.threads.create( ^^^^^^^^^^^^^^^^^^^^^^^^^^^ TypeError: Threads.create() got an unexpected keyword argument 'message'

@codetraffics 2 месяца назад

Charley your voice be more than sleeping tablets..😉

@fintech1378 3 месяца назад

can we build RAG system here

@TobiasHam 3 месяца назад

I have created a assitance ID asst_..... but I am still failing to build a simple php file that tests it via curl. any one who can help?

@xavAk 5 месяцев назад

First comment

@HLhere 2 месяца назад

Thank you RU-vid for 2x speed 😅

@daaimrehman717 3 месяца назад

does anyone know that gpt 4 subscription which costs 20 dollar per month allow access to openai assitants api toekns or not ?

@mentalpump 3 месяца назад

No it doesn't. Open AI's api and chatgpt plus are different things which doesn't correlate. Got OpenAI's billing section and just add no more than $10 to start working with an api.

@daaimrehman717 3 месяца назад

@@mentalpump so it's like 10 dollars per month for the assistants api?

@mantavyasoni1773 3 месяца назад

@@daaimrehman717 No. 10 dollars is just a thresholding price which I personally suggested. You can have whatever. And your balabce will deduct as you use api after that from that balace you hold ie 10 dollars or whatever.

@grigorqnkov3928 28 дней назад

15:12 BULGARIA mantioned !

@RashadPrince 24 дня назад

That's a lot of money for one extra day in Paris 😮

@SafwanMansuri-pf2ro Месяц назад

could you please upload news summarizer code

@bunnybuttonsmusic 27 дней назад

wow

@nabinmaiti9167 5 месяцев назад

Can i use gpt 3 for assistance api for free?

@cuti9114 4 месяца назад

yes 100%

@MTXSHO9732vV8SHO 21 день назад

Fascinating... Seems strange that it took the Federal Govt so long to act.

@petercrossley1069 Месяц назад

Who thought that Open AI was intelligent? God help anyone who has to go through this to get it to do something useful.

@JoeKnouse Месяц назад

Holy crap, an extra day in Paris is $12.9K??

@user-xv3zh4km1n 5 месяцев назад

в одной рекламе ии ассистент напоминал пациенту принимать таблетки. сейчас вряд ли любой ии ассистент имеет право советовать информацию медицинского характера

@sheriffahmy9365 Месяц назад

thanks alot for the awesome tutorial, very informative and easy to follow. I have a question, if i send a copy of the session history "Thread" at each API call, is the thread content 'tokens' calculated in my usage again each time?