This is the Linux app named Diff Zoo whose latest release can be downloaded as diff-zoosourcecode.zip. It can be run online in the free hosting provider OnWorks for workstations.
Download and run online this app named Diff Zoo with OnWorks for free.
اتبع هذه التعليمات لتشغيل هذا التطبيق:
- 1. قم بتنزيل هذا التطبيق على جهاز الكمبيوتر الخاص بك.
- 2. أدخل في مدير الملفات الخاص بنا https://www.onworks.net/myfiles.php؟username=XXXXX باسم المستخدم الذي تريده.
- 3. تحميل هذا التطبيق في هذا الملف.
- 4. ابدأ تشغيل OnWorks Linux عبر الإنترنت أو محاكي Windows عبر الإنترنت أو محاكي MACOS عبر الإنترنت من هذا الموقع.
- 5. من نظام تشغيل OnWorks Linux الذي بدأته للتو ، انتقل إلى مدير الملفات الخاص بنا https://www.onworks.net/myfiles.php؟username=XXXXX مع اسم المستخدم الذي تريده.
- 6. قم بتنزيل التطبيق وتثبيته وتشغيله.
Diff Zoo
الوصف:
Diff-zoo is a learning-focused handbook designed to demystify algorithmic differentiation (AD), the core technique powering modern machine learning frameworks. The project introduces AD from a foundational calculus perspective and gradually builds towards toy implementations that resemble systems like PyTorch and TensorFlow. It clarifies the differences and connections between forward mode, reverse mode, symbolic, numeric, tracing, and source transformation approaches to differentiation. Unlike production-grade AD systems that are often obscured by complex implementation details, these examples are deliberately simple and coherent to highlight the fundamental ideas. The repository is organized as a set of Julia notebooks, allowing learners to explore concepts interactively and compare different methods side by side. By stripping away unnecessary complexity, diff-zoo serves as both an educational resource and a practical guide for anyone.
شرح المميزات:
- Step-by-step introduction to algorithmic differentiation concepts
- Toy implementations resembling PyTorch and TensorFlow AD systems
- Covers forward mode, reverse mode, symbolic, and numeric differentiation
- Demonstrates tracing-based and source transformation approaches
- Organized as Julia notebooks for interactive exploration
- Provides a clear comparison of fundamental AD methods
لغة البرمجة
جوليا
التصنيفات
This is an application that can also be fetched from https://sourceforge.net/projects/diff-zoo.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.