Welcome to Nano-AutoGrad’s Documentation!

Introduction

Nano-AutoGrad is a lightweight Python framework for automatic differentiation and gradient computation. It provides a simple and efficient way to perform gradient-based optimization and machine learning tasks.

This documentation aims to provide an in-depth understanding of the framework’s features, usage, and API reference.

Contents

Table of Contents

• Get started
• Nano-AutoGrad
  • Installation
  • Usage
• Nano-AutoGrad
  • autograd package
  • setup module
  • test package
• autograd package
  • Subpackages
  • Module contents
• test package
  • Submodules
  • test.autograd module
  • test.test_engine module
  • Module contents
• FAQ
  • Q: What is Nano-AutoGrad?
  • Q: What are the main features of Nano-AutoGrad?
  • Q: How do I install Nano-AutoGrad?
  • Q: How can I get started with Nano-AutoGrad?
  • Q: Can I use Nano-AutoGrad with other libraries like TensorFlow or PyTorch?
  • Q: Are there any limitations or known issues with Nano-AutoGrad?
  • Q: Where can I find more examples and resources?

Installation

The installation section provides instructions on how to install Nano-AutoGrad and its dependencies.

Usage

The usage section guides you through the steps of setting up your project with Nano-AutoGrad and demonstrates various use cases and workflows.

API Reference

The API reference provides detailed documentation for all the classes, functions, and modules available in Nano-AutoGrad. It serves as a comprehensive guide to help you explore and utilize the framework’s capabilities.

Examples

The examples section showcases practical code examples that illustrate how to use Nano-AutoGrad for different tasks, such as linear regression, neural networks, and more.

FAQ (Frequently Asked Questions)

The FAQ section addresses common questions, troubleshooting tips, and best practices for using Nano-AutoGrad effectively.

Indices and Tables

• Index - Index of all terms and keywords used in the documentation.

• Module Index - Index of all modules and packages in Nano-AutoGrad.

• Search Page - Search functionality to find specific information within the documentation.