Modern Python Tooling & ML Reproducibility Presentation

This directory contains a comprehensive presentation on modern Python tooling and machine learning reproducibility.

Files

• python-tooling-slides.md - The main presentation slides in Markdown format
• speaker-script.md - Detailed speaker notes and script for the presentation
• README.md - This file with setup and usage instructions

Converting Slides to Slideshow

You have several options to convert the Markdown slides to a slideshow format:

Option 1: reveal.js (Recommended)

reveal.js creates beautiful HTML presentations that work in any browser.

# Install reveal-md globally
npm install -g reveal-md

# Convert slides to reveal.js presentation
reveal-md python-tooling-slides.md

# Or serve directly with live reload
reveal-md python-tooling-slides.md --watch

Option 2: Marp

Marp is designed specifically for Markdown presentations.

# Install Marp CLI
npm install -g @marp-team/marp-cli

# Convert to HTML
marp python-tooling-slides.md

# Convert to PDF
marp python-tooling-slides.md --pdf

# Watch for changes
marp python-tooling-slides.md --watch

Option 3: Pandoc + reveal.js

If you prefer more control over the output:

# Install pandoc (macOS)
brew install pandoc

# Convert to reveal.js
pandoc -t revealjs -s python-tooling-slides.md -o presentation.html

Option 4: GitPitch (Online)

Upload your Markdown file to GitPitch for an online presentation at gitpitch.com.

Presentation Structure

The presentation is structured in logical sections:

1. Introduction & Agenda (3 minutes)
2. Package Management Fundamentals (3 minutes)
3. Traditional Package Managers (4 minutes)
4. uv Deep Dive (5 minutes)
5. Code Formatting & Linting (4 minutes)
6. Type Checking (3 minutes)
7. Language Server Protocols (3 minutes)
8. Remote Development (4 minutes)
9. Best Practices (2 minutes)
10. Q&A (Variable)

Total: ~30 minutes + Q&A

Speaker Notes

The speaker-script.md file contains:

• Detailed talking points for each slide
• Timing guidance
• Audience interaction suggestions
• Prepared answers for common questions
• Technical examples and explanations

Customization Tips

Personalizing the Presentation

1. Update the Introduction: Replace [Your Name] and [X years] with your actual information
2. Add Your Examples: Include specific examples from your own experience
3. Adjust Technical Depth: Modify based on your audience's technical level
4. Include Company Context: Add references to your organization's tools and practices

Adapting for Different Audiences

For Beginners:

• Spend more time on fundamentals
• Include more basic examples
• Explain concepts more thoroughly

For Advanced Users:

• Focus on newer tools (uv, Ruff)
• Include performance comparisons
• Discuss advanced configuration options

For Management:

• Emphasize productivity benefits
• Include ROI discussions
• Focus on team collaboration improvements

Demo Preparation

Consider preparing live demos for:

1. uv Installation and Basic Usage

   curl -LsSf https://astral.sh/uv/install.sh | sh
   uv init demo-project
   cd demo-project
   uv add numpy pandas
   

2. Ruff Code Formatting

   # Create a poorly formatted Python file
   echo "def bad_function( x,y ):return x+y" > demo.py
   ruff format demo.py
   cat demo.py
   

3. Remote Development Setup

   • Show VS Code Remote-SSH connection
   • Demonstrate dev container startup

Additional Resources

Include these links in your presentation or as handouts:

• uv Documentation
• Ruff Documentation
• mypy Documentation
• VS Code Remote Development
• Python Type Hints Cheat Sheet

Troubleshooting

Common Issues

Slide Conversion Problems:

• Ensure you have Node.js installed for npm-based tools
• Check that your Markdown syntax is correct
• Verify slide separators (---) are properly formatted

Demo Issues:

• Test all demos beforehand
• Have backup screenshots ready
• Ensure internet connectivity for installations

Timing Issues:

• Practice with a timer
• Identify sections that can be shortened if needed
• Prepare abbreviated versions of complex topics

Follow-up Materials

Consider creating these additional resources:

1. Workshop Materials: Hands-on exercises for each tool
2. Migration Guides: Step-by-step instructions for adopting each tool
3. Team Adoption Checklist: Action items for implementing these practices
4. Tool Comparison Matrix: Feature comparison of different options

Feedback Collection

Prepare feedback mechanisms:

• Anonymous survey link
• Contact information for follow-up questions
• Repository or discussion forum for ongoing questions

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Note: This presentation is designed to be modular. You can easily remove or reorder sections based on your audience's needs and time constraints.