ML Model Deployment with FastAPI and Streamlit

سرفصل های دوره

FastAPI and Streamlit Essentials for ML Model Deployment

1 - Introduction

1 - Synopsis.html

2 - What is Model Deployment

3 - Model Deployment Strategies

4 - FastAPI.txt

4 - Overview of FastAPI and Streamlit

4 - Streamlit.txt

2 - Building APIs with FastAPI

5 - Installing FastAPI.txt

5 - Section Overview

6 - Path Parameters

6 - Path Parameters.txt

7 - Query Parameters

7 - Query Parameters.txt

8 - Request Body

8 - Request Body.txt

9 - Input Validations

9 - Path Parameters and Numeric Validations.txt

9 - Query Parameters and String Validations.txt

10 - Body Field.txt

10 - Body Mulitple Parameters.txt

10 - Body Nested Models.txt

10 - Request Body Validations

11 - Forms Data.txt

11 - Forms and Files

11 - Request Files.txt

11 - Request Form and Files.txt

12 - Response Status Code.txt

12 - Response Status Codes

13 - Static Files.txt

13 - Templates.txt

13 - Templates and Static Files

14 - Testing

14 - Testing.txt

3 - ML Models as an API with FastAPI

15 - Project Source Code.txt

15 - Section Overview

16 - Project Structure

17 - Building the ML Model

18 - Model API Endpoints

19 - User Interface

20 - Testing

4 - Building Web Applications with Streamlit

21 - Section Overview

22 - Chart Elements.txt

22 - Chat Elements.txt

22 - Data Elements.txt

22 - Displaying Data

22 - Text Elements.txt

22 - Write and Magic Commands.txt

23 - Input Widgets.txt

23 - Media Elements.txt

23 - Widgets

24 - Layout

24 - Layout and Containers.txt

25 - Caching

25 - Performance Optimization.txt

26 - Session State

26 - State Management.txt

27 - Paging

27 - Streamlit CheatSheet.txt

5 - Integrating FastAPI with Streamlit

28 - Project Source Code.txt

28 - Section Overview

29 - Project Structure

30 - Building the Homepage

31 - Integrating API Endpoint with Streamlit

6 - Deployment

32 - Deploying FastAPI on Render

32 - Render.txt

33 - Deploying Streamlit App on Streamlit

33 - Deployment on Streamlit Cloud.txt

33 - GitHub Connection.txt

33 - Streamlit Cloud.txt

33 - Streamlit Cloud Account Management.txt

7 - WhatsApp AI TexttoImage Chatbot

34 - Introduction

34 - Project Source Code.txt

35 - Setting Up Project Directory

36 - Connecting to Vonage

36 - Vonage Developer Documentation.txt

36 - Vonage WhatsApp API.txt

37 - Connecting to OpenAI API

37 - OPEN AI DALLE.txt

38 - Building the FastAPI Application

8 - Capstone Project

9 - BONUS Section

39 - Bonus Lecture.html

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تولید کننده: Udemy