Ad Clicks : Ad Views : Ad Clicks : Ad Views : Ad Clicks : Ad Views : Ad Clicks : Ad Views :
Oh Snap!

It looks like you're using an adblocker. Adblockers make us sad. We use ads to keep our content happy and free. If you like what we are doing please consider supporting us by whitelisting our website. You can report badly-behaved ads by clicking/tapping the nearby 'Advertisement' X text.

Python For Production by Felipe Pesantez

Python For Production by Felipe Pesantez

/

Author:Felipe Pesantez

Duration:8-weeks

Actual Duration:21h 5m

Release date:2024

Publisher:Rebelway

Skill level:Advanced

Language:English

Exercise files:Yes

Software:Houdini, Python, Git, Flask, Streamlit, Unreal Engine

Course URL:https://www.rebelway.net/python-for-production

Master production-ready Python scripting for VFX pipelines, from core concepts to advanced tools.

Ready to level up your VFX game? This course dives deep into writing production-ready Python code, covering everything from fundamental computer architecture and data structures to advanced pipeline tools and AI integration. If you’re looking to build robust, efficient scripts for Houdini and beyond, this is your ultimate guide.

🎯 What you’ll learn

  • Understand core computer architecture and data structures.
  • Implement algorithms and optimize code for performance.
  • Master the Houdini Python API for node creation and parameter control.
  • Develop CI/CD workflows and utilize Git for version control.
  • Design and build production pipelines, including asset ingestion.
  • Integrate USD and explore geometry workflows.
  • Explore asynchronous programming, threading, and multiprocessing.
  • Learn to use Flask and Streamlit for application development.
  • Integrate AI assistants like GPT and Mistral into Houdini.

✅ Requirements

  • Skills: Intermediate understanding of Houdini is recommended. Familiarity with basic programming concepts is beneficial.
  • Tools: A computer capable of running Houdini.
  • Hardware: Standard computer hardware sufficient for running Houdini and development tools.

📝 Description

This course is your deep dive into writing production-ready Python code specifically for the VFX industry. We’ll start by building a solid foundation in computer architecture, data structures, and algorithms, ensuring you understand how code interacts with hardware at a fundamental level. You’ll then transition into the practical application of Python within Houdini, learning to leverage its powerful API for automating tasks, creating custom tools, and building complex assets.

We’ll cover essential pipeline development concepts, including CI/CD workflows, Git for version control, and system design principles. You’ll learn how to manage configurations, integrate cloud services, and build robust systems like asset ingestion pipelines and publisher nodes. The course also explores advanced topics such as asynchronous programming, threading, and multiprocessing to optimize performance.

Furthermore, you’ll get hands-on experience with industry-standard technologies like USD (Universal Scene Description) and learn to build web applications using Flask and Streamlit. Finally, we’ll touch upon the exciting world of AI by integrating large language models like GPT and Mistral directly into your Houdini workflows. This comprehensive approach ensures you’re equipped with the skills to tackle complex challenges in a professional production environment.

🧑‍🎓 Who this course is for

  • VFX artists looking to automate tasks and build custom tools.
  • Technical artists aiming to strengthen their pipeline development skills.
  • Programmers seeking to apply their Python knowledge in the VFX industry.
  • Anyone interested in understanding how production code is written and managed in a studio setting.
  • Students who have completed Houdini Fundamentals and Intro to Houdini FX.

🧑‍🏫 About the Author

Felipe Pesantez is a seasoned Technical Lead with over 12 years of experience across diverse industries including VFX, game development, CG, and technology. His extensive background includes roles as an AI Engineer, CG Generalist, and Full Stack Developer. Felipe brings a wealth of practical knowledge from working on real-world production challenges, making him uniquely qualified to teach the intricacies of writing production-ready code for demanding VFX pipelines.

🏁 Final Result

  • A portfolio of robust Python scripts and tools applicable to professional VFX pipelines.
  • Completed mini-projects such as custom HDAs, a publisher node, and an asset ingestion pipeline.
  • A strong understanding of pipeline development, version control, and system design.
  • The ability to integrate advanced concepts like USD and AI assistants into your workflow.
Curriculum

📋 Course content

  1. Week 1:  Data Structures and Algorithms
    • Big O notation and compiler architectures
    • Containers and hardware interaction
    • Hash tables, JSON, and requests
    • Theory and implementation of trees and graphs
    • Depth-first search and breadth-first search algorithms
  2. Week 2:  Houdini Python API and Data Structures
    • Houdini Python API overview
    • Creating networks, nodes, and setting parameters
    • Graph traversals, Binary search, Quick sort
    • Implementing a trie data structure
    • Caching and HDA project development
    • Installing external libraries like NumPy in Houdini
  3. Week 3:  CI/CD, Git, and System Design
    • Concepts of CI/CD and Git/Github
    • Git work trees and production deployment concepts
    • Google Drive and cloud services utilities
    • System design principles
    • Pipeline 101
    • Encapsulation and YAML files
    • Houdini packages and the HDA publisher node project
  4. Week 4:  Performance and Pipeline Integration
    • Generators and lazy evaluation
    • Async IO and threading
    • Asset ingestion and configuration pipeline
    • Material setup for Unreal Engine
  5. Week 5:  Concurrency, Geometry, and Web Frameworks
    • Concurrency concepts
    • Geometry and performance metrics (TFLOPS, GFLOPS)
    • Introduction to Flask
    • Introduction to Streamlit
  6. Week 6:  USD Python API
    • USD Python API basics
    • USD graph traversals
    • Core concepts of USD structures
  7. Week 7:  Data Science and Visualization
    • Introduction to Pandas for data manipulation
    • Data plotting with Matplotlib and Seaborn
    • Data science utilities
  8. Week 8:  AI Integration in Houdini
    • Integrating AI assistants like GPT and Mistral
    • Useful resources for LLMs and datasets
Watch online or Download for Free
Python For Production by Felipe Pesantez
NAME
SIZEDURATION


Join us on
  Channel    and      Group

Leave a Comment

Your email address will not be published. Required fields are marked *