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2 changes: 1 addition & 1 deletion docs/03-writing_code.md
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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
## package * version date lib source
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2 changes: 1 addition & 1 deletion docs/03-writing_code_activity.md
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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
## package * version date lib source
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6 changes: 3 additions & 3 deletions docs/04-refactoring.md
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```
## user system elapsed
## 7.971 0.000 7.970
## 8.933 0.003 8.935
```

:::{.query}
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```
## user system elapsed
## 0.800 0.527 0.620
## 0.775 0.564 0.625
```

The `outer()` function performs the same calculation as the nested loop in the original code, but more efficiently. It returns a matrix of all possible combinations of x and y values, with each element of the matrix being the product of the corresponding x and y values. The `rowSums()` function is then used to sum the elements of each row of the matrix, which is equivalent to summing the products of x and y for each index `i` in the original loop. This method avoids the need for the nested loop, resulting in a faster and more efficient computation.
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```
## user system elapsed
## 0.340 0.371 0.285
## 0.361 0.299 0.263
```

One optimized way to perform the same calculation is by using the `%*%` operator to perform matrix multiplication. This can be done by converting x and y to matrices and transposing one of them so that their dimensions align for matrix multiplication. This code should be much faster than the original implementation because it takes advantage of highly optimized matrix multiplication algorithms in R.
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2 changes: 1 addition & 1 deletion docs/05-annotation.md
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## collate en_US.UTF-8
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## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
## package * version date lib source
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2 changes: 1 addition & 1 deletion docs/05-annotation_activity.md
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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
## package * version date lib source
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8 changes: 4 additions & 4 deletions docs/404.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Page not found | Efficient Programming with AI</title>
<title>Page not found | AI for Efficient Programming</title>
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<meta property="og:title" content="Page not found | Efficient Programming with AI" />
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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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2 changes: 1 addition & 1 deletion docs/About.md
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## collate en_US.UTF-8
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## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
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10 changes: 5 additions & 5 deletions docs/about-the-authors.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>About the Authors | Efficient Programming with AI</title>
<title>About the Authors | AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
<meta name="generator" content="bookdown 0.24 and GitBook 2.6.7" />

<meta property="og:title" content="About the Authors | Efficient Programming with AI" />
<meta property="og:title" content="About the Authors | AI for Efficient Programming" />
<meta property="og:type" content="book" />


<meta property="og:description" content="Description about Course/Book." />


<meta name="twitter:card" content="summary" />
<meta name="twitter:title" content="About the Authors | Efficient Programming with AI" />
<meta name="twitter:title" content="About the Authors | AI for Efficient Programming" />

<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
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8 changes: 4 additions & 4 deletions docs/ai-for-bioinformatics-hands-on-exercise.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Chapter 12 AI for Bioinformatics: Hands-On Exercise | Efficient Programming with AI</title>
<title>Chapter 12 AI for Bioinformatics: Hands-On Exercise | AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
<meta name="generator" content="bookdown 0.24 and GitBook 2.6.7" />

<meta property="og:title" content="Chapter 12 AI for Bioinformatics: Hands-On Exercise | Efficient Programming with AI" />
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<meta property="og:description" content="Description about Course/Book." />


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<meta name="twitter:title" content="Chapter 12 AI for Bioinformatics: Hands-On Exercise | Efficient Programming with AI" />
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<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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8 changes: 4 additions & 4 deletions docs/ai-for-bioinformatics.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Chapter 11 AI for Bioinformatics | Efficient Programming with AI</title>
<title>Chapter 11 AI for Bioinformatics | AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
<meta name="generator" content="bookdown 0.24 and GitBook 2.6.7" />

<meta property="og:title" content="Chapter 11 AI for Bioinformatics | Efficient Programming with AI" />
<meta property="og:title" content="Chapter 11 AI for Bioinformatics | AI for Efficient Programming" />
<meta property="og:type" content="book" />


<meta property="og:description" content="Description about Course/Book." />


<meta name="twitter:card" content="summary" />
<meta name="twitter:title" content="Chapter 11 AI for Bioinformatics | Efficient Programming with AI" />
<meta name="twitter:title" content="Chapter 11 AI for Bioinformatics | AI for Efficient Programming" />

<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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10 changes: 5 additions & 5 deletions docs/annotating-your-code.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Chapter 7 Annotating Your Code | Efficient Programming with AI</title>
<title>Chapter 7 Annotating Your Code | AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
<meta name="generator" content="bookdown 0.24 and GitBook 2.6.7" />

<meta property="og:title" content="Chapter 7 Annotating Your Code | Efficient Programming with AI" />
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<meta name="twitter:title" content="Chapter 7 Annotating Your Code | Efficient Programming with AI" />
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<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
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10 changes: 5 additions & 5 deletions docs/annotation-hands-on-exercise.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Chapter 8 Annotation: Hands-On Exercise | Efficient Programming with AI</title>
<title>Chapter 8 Annotation: Hands-On Exercise | AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
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<meta property="og:title" content="Chapter 8 Annotation: Hands-On Exercise | Efficient Programming with AI" />
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<meta name="twitter:title" content="Chapter 8 Annotation: Hands-On Exercise | Efficient Programming with AI" />
<meta name="twitter:title" content="Chapter 8 Annotation: Hands-On Exercise | AI for Efficient Programming" />

<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Etc/UTC
## date 2023-11-01
## date 2023-11-07
##
## ─ Packages ───────────────────────────────────────────────────────────────────
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8 changes: 4 additions & 4 deletions docs/ethics-of-using-ai.html
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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Chapter 2 Ethics of Using AI | Efficient Programming with AI</title>
<title>Chapter 2 Ethics of Using AI | AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
<meta name="generator" content="bookdown 0.24 and GitBook 2.6.7" />

<meta property="og:title" content="Chapter 2 Ethics of Using AI | Efficient Programming with AI" />
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<meta name="twitter:title" content="Chapter 2 Ethics of Using AI | Efficient Programming with AI" />
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<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Efficient Programming with AI</title>
<title>AI for Efficient Programming</title>
<meta name="description" content="Description about Course/Book." />
<meta name="generator" content="bookdown 0.24 and GitBook 2.6.7" />

<meta property="og:title" content="Efficient Programming with AI" />
<meta property="og:title" content="AI for Efficient Programming" />
<meta property="og:type" content="book" />


<meta property="og:description" content="Description about Course/Book." />


<meta name="twitter:card" content="summary" />
<meta name="twitter:title" content="Efficient Programming with AI" />
<meta name="twitter:title" content="AI for Efficient Programming" />

<meta name="twitter:description" content="Description about Course/Book." />

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<div class="body-inner">
<div class="book-header" role="navigation">
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Efficient Programming with AI</a>
<i class="fa fa-circle-o-notch fa-spin"></i><a href="./">AI for Efficient Programming</a>
</h1>
</div>

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<img class= "hero-image" src="assets/dasl_thin_main_image.png">
</div>
<div id="header">
<h1 class="title">Efficient Programming with AI</h1>
<h1 class="title">AI for Efficient Programming</h1>
<h2 class="subtitle"><em>Harnessing the Power of Large Language Models</em></h2>
<p class="date"><em>November, 2023</em></p>
</div>
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---
title: "Efficient Programming with AI"
title: "AI for Efficient Programming"
subtitle: "Harnessing the Power of Large Language Models"
date: "November, 2023"
site: bookdown::bookdown_site
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