Owl’s Tutorial Book

Contents:

• Introduction
  • Features
  • Brief History
  • Why OCaml?
  • Contact Me
• Installation
  • Option 1: Install from OPAM
  • Option 2: Pull from Docker Hub
  • Option 3: Pin the Dev-Repo
  • Option 4: Compile from Source
  • CBLAS/LAPACKE Dependency
  • Integration to Toplevel
• Architecture
• Modules & Basics
  • Module Structure
  • Dense & Sparse
  • Number & Precision
  • Polymorphic Functions
  • Shortcuts to Double Precision Modules
  • Casting into Another Type
  • More in Documents
• N-Dimensional Array
  • Ndarray Types
  • Creation Functions
  • Properties Functions
  • Map Functions
  • Fold Functions
  • Scan Functions
  • Vectorised Math
  • Comparison Functions
  • Iteration Functions
  • Manipulation Functions
  • Serialisation
• Matrix Manipulation
  • Create Matrices
  • Access Elements
  • Iterate Elements, Rows, Columns
  • Filter / Examine Elements, Rows, Columns
  • Compare Two Matrices
  • Matrix Arithmetics
  • Save & Load Matrices
  • Other Operations
• Broadcasting Operation
  • What Is Broadcasting?
  • Shape Constraints
  • Supported Operations
• Indexing and Slicing
  • Basic Slicing
  • Fancy Slicing
  • Conventions in Definition
  • Extending Operators
  • Slicing Examples
  • Advanced Usage
• Function Naming Conventions
  • Pure vs. Impure
  • Ndarray vs. Scalar
• Operators
  • Basic Operators
  • Extension Module
• Maths Module
• Statistics Module
• Linear Algebra
  • Low-level Interface to CBLAS & LAPACKE
  • High-level Wrappers in Linalg Module
  • Basic functions
  • Factorisation
  • Eigenvalues & eigenvectors
  • Linear system of equations
  • Low-level factorisation and Helper functions
  • Examples
• Fast Fourier Transform
• Lazy Evaluation and Dataflow
  • Core APIs
  • A Simple Example
  • Visualise Computation Graph
  • Incremental Computation
  • Behind the Scene
• Algorithmic Differentiation
  • High-level APIs
  • Forward or Backward?
  • Examples
• Optimisation Engine
• Neural Network
  • Module Structure
  • Types of Neuron
  • Training & Inference
  • Examples
• Plot Figures
  • Create Plots
  • Configure via Spec
  • Subplots
  • Multiple (Lines)
  • Legend
  • Drawing
  • Various Types of Plot
• Scripting and Zoo System
  • Typical Scenario
  • Create a Script
  • Share via Gist
  • Import in Another Script
  • Choose a Version of Script
  • Command Line Tool
  • Examples
• Sparse Data Structures
• Compile into Javascript
  • Background
  • Base Library
  • Use Native OCaml
  • Use Facebook Reason
  • Future Plan
• Constants and Metric System
  • What Is A Metric System
  • Four Systems in Owl
  • SI Prefix
  • Some Examples
• Testing Framework
• Natural Language Processing
• Case - Google Inception V3
• Case - Neural Style Transfer
• Community
  • How to Contribute?
  • Submit An Issue
  • Coding Style
  • Test Your Code
  • Documentation
  • Submit to Repository
  • Maintain Your Code
  • Use Cases
• Related Sub-Projects
  • Project 1. Maths and Stats in the Base library
  • Project 2. Linear Algebra in the Base library
  • Project 3. Ndarray in the Base library
  • Project 4. Probabilistic Programming
  • Project 5. Machine Learning Applications
  • Project 6. Deep Neural Network
  • Project 7. Optimisation Engine
  • Project 8. Signal Processing & ODE
  • Project 9. Dynamic Graph Optimisation
  • Project 10. GPU Computing
  • Project 11. Data Processing and Visualisation
• How-To?
• References