Python: Create Advanced AI Apps [2024]

سرفصل های دوره

Create 4 AI projects with Python in less than 90 minutes.

1. Getting Started

1. Introduction

2. IMPORTANT What you should know.html

3.1 GitHub Repository.html

3. Incorporating GitHub Codespaces into this Course

4. A Review of Object-Oriented Programming Concepts

2. Project #1

1. Project Introduction.html

2. Handling User Input

3. Analyzing sentiment

4. Automated chatbot replies based on sentiment.

5. Customizing chatbot responses based on sentiment analysis scores

6. Intiating the chatbot and generating sentiment-driven responses.

3. Project #2

1. Project Introduction.html

2. Analyzing data with Pandas, Matplotlib, and Scikit-learn.

3. Preparing and Scaling Data.

4. Model Selection

5. Hyperparameter tuning

6. Linear Regression, Random Forest, and Gradient Boosting

7. Predicting prices using model evaluation outcomes

4. Project #3

1. Project Introduction.html

2. Setting Up MongoDB

3. Creating chat responses utilizing GPT-3.5 and Langchain.

4. Retrieve conversation history for a specified session ID.

5. Create new sessions and add chat history to existing sessions.

6. Setting Up a FastAPI App with CORS, S3 Session, and Obtaining a Chat Response

7. Upload files to an Amazon S3 storage bucket.

8.1 Python Projects AI Apps.zip

8. Deploying and Running the Chatbot

5. Project # 4

1. Project Introduction.html

2. Introduction to API Communication with Python

3. File Uploads and Advanced API Interactions

4. Streamlit App Basics and File Handling

5. Uploading files to API endpoints with Streamlit

6. Creating a Chat Interface with Streamlit

7. Running the Front End of the Chatbot

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تولید کننده: Udemy