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notebook features

Mile Shi edited this page May 26, 2025 · 2 revisions

Notebook Features Guide

Discover the powerful interactive notebook capabilities of Intelligent IDE.

Overview

Intelligent IDE includes a custom notebook interface designed for educational environments. The notebook supports multiple cell types and provides an interactive learning experience for both students and teachers.

Notebook Interface

Supported Cell Types

The notebook interface supports four main cell types:

  1. Python Code Cells

    • Execute Python code directly
    • View output and results inline
    • Support for popular libraries (NumPy, Pandas, Matplotlib, etc.)
  2. Markdown Cells

    • Rich text formatting
    • Mathematical expressions (LaTeX support)
    • Images and links
    • Documentation and explanations
  3. Output Cells

    • Display execution results
    • Show plots and visualizations
    • Error messages and debugging info
    • Custom formatted output
  4. Exercise Cells

    • Interactive coding exercises
    • Auto-grading capabilities
    • Hints and feedback
    • Progress tracking

Creating and Managing Notebooks

Creating a New Notebook

  1. Navigate to course directory
  2. Select "New Notebook" option
  3. Choose notebook template or start blank
  4. Begin adding cells

Cell Operations

  • Add Cell: Insert new cells above or below current cell
  • Delete Cell: Remove unwanted cells
  • Move Cell: Reorder cells by dragging
  • Cell Type: Switch between code, markdown, and exercise types

Working with Code Cells

Python Code Execution

# Example Python code cell
import numpy as np
import matplotlib.pyplot as plt

# Generate sample data
x = np.linspace(0, 10, 100)
y = np.sin(x)

# Create plot
plt.figure(figsize=(10, 6))
plt.plot(x, y)
plt.title('Sine Wave')
plt.show()

Features:

  • Syntax Highlighting: Color-coded Python syntax
  • Auto-completion: Intelligent code suggestions
  • Error Handling: Clear error messages and debugging info
  • Variable Inspector: View current variables and their values

Output Display

  • Text output appears below code cells
  • Plots and visualizations are embedded inline
  • Support for rich media (images, videos, HTML)
  • Interactive widgets and controls

Markdown Cells

Rich Text Formatting

  • Headers: Use #, ##, ### for different levels
  • Emphasis: *italic*, **bold**, ***bold italic***
  • Lists: Bulleted and numbered lists
  • Links: [text](url) format
  • Images: ![alt text](image_url)

Mathematical Expressions

Use LaTeX syntax for mathematical notation:

$$\int_{-\infty}^{\infty} e^{-x^2} dx = \sqrt{\pi}$$

Code Blocks

# Code examples in markdown
def hello_world():
    print("Hello, World!")

Exercise Cells

Interactive Learning

Exercise cells provide guided learning experiences:

  1. Problem Statement: Clear description of the task
  2. Code Template: Starting code structure
  3. Hints System: Progressive hints for struggling students
  4. Auto-grading: Automatic evaluation of solutions

Example Exercise Cell

Exercise: Calculate Fibonacci Numbers

Write a function to calculate the nth Fibonacci number.

Template:
def fibonacci(n):
    # Your code here
    pass

Test Cases:
- fibonacci(5) should return 5
- fibonacci(10) should return 55

Collaborative Features

Real-time Collaboration

  • Multiple users can edit notebooks simultaneously
  • Live cursor tracking shows other users' positions
  • Instant synchronization of changes
  • Conflict resolution for simultaneous edits

Shared Execution

  • Shared kernel for code execution
  • All users see the same output
  • Collaborative debugging sessions
  • Synchronized variable state

Advanced Features

Custom Output Rendering

  • Interactive plots with Plotly
  • Data tables with sorting and filtering
  • Custom HTML widgets
  • Embedded web content

Integration with Course Management

  • Notebooks as assignment templates
  • Automatic distribution to students
  • Progress tracking and analytics
  • Grade synchronization

Export Options

  • Export to standard Jupyter format (.ipynb)
  • PDF generation for assignments
  • HTML export for web sharing
  • Code extraction for submission

Best Practices

For Teachers

Creating Educational Content

  • Clear Structure: Use headers to organize content
  • Progressive Complexity: Start simple, build complexity
  • Interactive Examples: Include runnable code examples
  • Practice Exercises: Provide hands-on coding tasks

Managing Student Work

  • Templates: Create reusable notebook templates
  • Checkpoints: Use exercise cells for knowledge checks
  • Feedback: Provide inline comments and suggestions
  • Version Control: Track student progress over time

For Students

Effective Learning

  • Take Notes: Use markdown cells for personal notes
  • Experiment: Modify and run code examples
  • Document Work: Explain your thought process
  • Ask Questions: Use chat for clarification

Organization Tips

  • Descriptive Titles: Use clear cell descriptions
  • Clean Code: Write readable, well-commented code
  • Save Frequently: Regular saves prevent data loss
  • Test Thoroughly: Run all cells before submission

Troubleshooting

Common Issues

Code Execution Problems

  • Kernel Issues: Restart the kernel if code won't run
  • Import Errors: Ensure required libraries are installed
  • Memory Issues: Clear variables if memory is low
  • Timeout: Check for infinite loops or long-running code

Notebook Loading Issues

  • File Corruption: Try opening a backup version
  • Format Issues: Ensure file is in correct notebook format
  • Permission Errors: Check file access permissions
  • Network Issues: Verify connection to backend services

Collaboration Problems

  • Sync Issues: Refresh the page to resync changes
  • Conflict Resolution: Communicate with other users
  • Performance: Too many simultaneous users may slow performance

Getting Help

  • Check Troubleshooting Guide
  • Use the integrated help system
  • Contact instructors for course-specific issues
  • Report bugs to development team

Future Enhancements

Planned Features

  • Additional Language Support: R, JavaScript, SQL
  • Advanced Visualizations: 3D plots, interactive dashboards
  • AI Integration: Code suggestions and error assistance
  • Mobile Support: Tablet and phone compatibility
  • Offline Mode: Work without internet connection
  • Meeting Notes
  • Resources
  • FAQs

### ProjectOverview.md
```markdown
<!-- filepath: /Users/shimile/projects/team-project-25spring-36.wiki/ProjectOverview.md -->
# Project Overview

## Project Goals
- Briefly describe the main objectives of the project.
- Outline the expected outcomes.

## Key Features
- List the main features of the project.
- Provide a brief description of each feature.

## Timeline
- Outline the project timeline with key milestones.

GettingStarted.md

<!-- filepath: /Users/shimile/projects/team-project-25spring-36.wiki/GettingStarted.md -->
# Getting Started

## Prerequisites
- List any software or tools that need to be installed.
- Provide links to installation guides.

## Setup Instructions
1. Clone the repository.
2. Install dependencies.
3. Run the application.

## First Steps
- Describe how to run the project for the first time.
- Include any initial configurations needed.

TeamMembers.md

<!-- filepath: /Users/shimile/projects/team-project-25spring-36.wiki/TeamMembers.md -->
# Team Members

| Name          | Role               | Contact Information |
|---------------|--------------------|---------------------|
| Alice Smith   | Project Manager     | team-lead@intelligent-ide.project    |
| Bob Johnson   | Lead Developer      | developer@intelligent-ide.project      |
| Carol White   | UX Designer         | designer@intelligent-ide.project    |

MeetingNotes.md

<!-- filepath: /Users/shimile/projects/team-project-25spring-36.wiki/MeetingNotes.md -->
# Meeting Notes

## [Date of Meeting]
- **Attendees:** List of attendees
- **Agenda:**
  - Item 1
  - Item 2
- **Notes:**
  - Summary of discussions
- **Action Items:**
  - Action item 1
  - Action item 2

Resources.md

<!-- filepath: /Users/shimile/projects/team-project-25spring-36.wiki/Resources.md -->
# Resources

- [Project Documentation](../../)
- [Developer API Reference](api-reference) 
- [Feature Specifications](../features/)

FAQs.md

<!-- filepath: /Users/shimile/projects/team-project-25spring-36.wiki/FAQs.md -->
# Frequently Asked Questions

## Question 1
- Answer to question 1.

## Question 2
- Answer to question 2.

Conclusion

This structure provides a comprehensive starting point for your team wiki. You can expand each section with more detailed information as the project progresses. Encourage team members to contribute to the wiki to keep it up-to-date and useful for everyone involved.

Clone this wiki locally