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diff --git a/docs/cgraph.html b/docs/cgraph.html
@@ -1,4 +1,6 @@
-<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport"><meta content="OCaml Scientific and Engineering Computing - Tutorial Book" name="description"><meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Computation Graph - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
+<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport">
+<meta name="description" content="Explore the concept of computation graphs in Owl programming language. Learn about dynamic and static graphs, their design, and implementation in Owl. Discover the significance of computation graphs in computing, including benefits such as lazy evaluation, incremental computation, and support for parallel computing. Examples demonstrate the usage of CGraph module in Owl for basic operations, Algorithmic Differentiation, and integration with deep neural networks. Understand the design rationale behind Owl's computation graph and its optimization for reduced memory consumption and improved performance.">
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diff --git a/docs/constant.html b/docs/constant.html
@@ -1,4 +1,6 @@
-<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport"><meta content="OCaml Scientific and Engineering Computing - Tutorial Book" name="description"><meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Constants and Metric System - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
+<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport">
+<meta name="description" content="Explore Owl, a scientific computing library, and learn about the importance of a unified metric system. Discover constants in physics and math, SI prefixes, and units of measurement for time, length, area, volume, speed, mass, force, energy, power, pressure, viscosity, luminance, and radioactivity. Ensure accuracy in scientific computations with Owl's comprehensive metric systems and constants." />
+<meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Constants and Metric System - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
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diff --git a/docs/convention.html b/docs/convention.html
@@ -1,4 +1,6 @@
-<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport"><meta content="OCaml Scientific and Engineering Computing - Tutorial Book" name="description"><meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Conventions - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
+<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport">
+<meta name="description" content="Explore Owl, a software system with conventions and considerations for developers. Learn about function naming, pure vs. impure functions, ndarray operations, reduction functions, and operator extensions in Owl.Ext for seamless interoperation on different number types. Enhance your understanding of memory efficiency, functional programming, and mathematical operations in Owl." />
+<meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Conventions - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
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diff --git a/docs/core-opt.html b/docs/core-opt.html
@@ -1,4 +1,7 @@
-<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8"><meta content="width=device-width, initial-scale=1.0" name="viewport"><meta content="OCaml Scientific and Engineering Computing - Tutorial Book" name="description"><meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Core Optimisation - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
+<html style="" lang="en" class="js flexbox fontface"><head><meta charset="utf-8">
+<meta content="width=device-width, initial-scale=1.0" name="viewport">
+<meta name="description" content="Explore core optimization techniques in numerical computation libraries, focusing on the Owl library. Learn about interfacing with C code, low-level design, and performance optimization strategies. Compare performance across libraries like NumPy, Julia, and Eigen on different hardware platforms.">
+<meta content="OCaml, Data Science, Data Analytics, Analytics, Functional Programming, Machine Learning, Deep Neural Network, Scientific Computing, Numerical Algorithm, Tutorial, Linear Algebra, Matrix" name="keywords"><meta content="Liang Wang" name="author"><title>Core Optimisation - OCaml Scientific Computing Tutorials</title><link href="css/app.css" rel="stylesheet"><link href="css/prism.css" rel="stylesheet"><script src="js/min/modernizr-min.js"></script><script src="js/prism.js"></script><script src="https://use.typekit.net/gfj8wez.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML"></script><script>try{Typekit.load();}catch(e){}</script><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-1868946892712371" crossorigin="anonymous"></script><script async src="https://www.googletagmanager.com/gtag/js?id=UA-123353217-1"></script><script>
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