class: title-slide, center

# Welcome

## Tidy Data Science with the Tidyverse and Tidymodels

### W. Jake Thompson

#### [https://tidyds-2021.wjakethompson.com](https://tidyds-2021.wjakethompson.com) &#183; [https://bit.ly/tidyds-2021](https://bit.ly/tidyds-2021)

.footer-license[*Tidy Data Science with the Tidyverse and Tidymodels* is licensed under a [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).]

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## W. Jake Thompson

.blue[<i class="fab fa-github"></i>] [@wjakethompson](https://github.com/wjakethompson)  
.blue[<i class="fab fa-twitter"></i>] [@wjakethompson](https://twitter.com/wjakethompson)

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Workshop content is based on the prior work of:

.columns[

.column-5[

[Hadley Wickham](https://twitter.com/hadleywickham)

]

.column-5[

[Amelia McNamara](https://twitter.com/AmeliaMN)

]

.column-5[

[Charlotte Wickham](https://twitter.com/CVWickham)

]

.column-5[

[Garrett Grolemund](https://twitter.com/StatGarrett)

]

.column-5[

[Alison Hill](https://twitter.com/apreshill)

]

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.pull-left[

# First Half:

### How to work with data in R
]

.pull-right[

# Second Half:

### How to learn from data in R

]

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.pull-left[

# First Half:

### How to work with data in R

Visualize

Transform

Tidy
]

.pull-right[

# Second Half:

### How to learn from data in R

Predicting

Classifying

Sampling and Resampling

Ensembling
]

---
class: middle, center

.pull-left[

# First Half:

### How to work with data in R

<img src="images/hex/tidyverse.png" width="50%" />
]

.pull-right[

# Second Half:

### How to learn from data in R

<img src="images/hex/tidymodels.png" width="50%" />
]

---
class: center

.columns[

.left-col[

### R for Data<br>Science

<img src="images/books/r4ds.png" width="70%" />
]

.middle-col[

### Tidy Modeling<br>with R

]

.right-col[

### R Markdown: The Definitive Guide

<img src="images/books/rmdg.png" width="70%" />
]
]

---
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# Day 1

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      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">What</th>
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      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> ☕</td>
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    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:30-12:00</td>
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      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Lunch</em> 🍱</td>
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    <tr>
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      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> 🍵</td>
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      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:45-03:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Data Manipulation with <a href='https://dplyr.tidyverse.org'>dplyr</a></td>
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      <td class="gt_row gt_center" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0; font-family: Source Code Pro;">03:30-04:30</td>
      <td class="gt_row gt_left" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0;"><em>Office Hours</em> (sign-up required)</td>
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.pull-right[
<img src="images/intro/hex-day1.png" width="60%" />
]

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# Day 2

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  padding-left: 5px;
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}

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  <colgroup>
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    <col style="width:300px;"/>
  </colgroup>
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">When</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">What</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">09:00-10:15</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Data Types</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:15-10:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> ☕</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:30-12:00</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Import Data with <a href='https://readr.tidyverse.org'>readr</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">12:00-01:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Lunch</em> 🍕</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">01:30-02:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Tidy Data with <a href='https://tidyr.tidyverse.org'>tidyr</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:30-02:45</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> 🍵</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:45-03:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Tidy Data with <a href='https://tidyr.tidyverse.org'>tidyr</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0; font-family: Source Code Pro;">03:30-04:30</td>
      <td class="gt_row gt_left" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0;"><em>Office Hours</em> (sign-up required)</td>
    </tr>
  </tbody>
  
  
</table></div>
]

.pull-right[
<img src="images/intro/hex-day2.png" width="90%" />
]

---
class: middle, center

# Day 3

.pull-left[
<img src="images/intro/hex-day3.png" width="90%" />
]

.pull-right[
<style>@import url("https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,100;0,200;0,300;0,400;0,500;0,600;0,700;0,800;0,900;1,100;1,200;1,300;1,400;1,500;1,600;1,700;1,800;1,900&display=swap");
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<div id="lhnthszdml" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed;; width: 0px">
  <colgroup>
    <col style="width:150px;"/>
    <col style="width:300px;"/>
  </colgroup>
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">When</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">What</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">09:00-10:00</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Case Study</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:00-10:15</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> ☕</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:15-12:00</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Prediction with <a href='https://parsnip.tidymodels.org'>parsnip</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">12:00-01:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Lunch</em> 🌯</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">01:30-02:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Classification with <a href='https://parsnip.tidymodels.org'>parsnip</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:30-02:45</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> 🍵</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:45-03:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Classification with <a href='https://parsnip.tidymodels.org'>parsnip</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0; font-family: Source Code Pro;">03:30-04:30</td>
      <td class="gt_row gt_left" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0;"><em>Office Hours</em> (sign-up required)</td>
    </tr>
  </tbody>
  
  
</table></div>
]

---
class: middle, center

# Day 4

.pull-left[
<img src="images/intro/hex-day4.png" width="60%" />
]

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  padding-right: 0;
}

#eabnrptmnh .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#eabnrptmnh .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  text-transform: uppercase;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#eabnrptmnh .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#eabnrptmnh .gt_from_md > :first-child {
  margin-top: 0;
}

#eabnrptmnh .gt_from_md > :last-child {
  margin-bottom: 0;
}

#eabnrptmnh .gt_row {
  padding-top: 3px;
  padding-bottom: 3px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#eabnrptmnh .gt_stub {
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  text-transform: uppercase;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#eabnrptmnh .gt_summary_row {
  color: #333333;
  background-color: #F0F0F0;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#eabnrptmnh .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#eabnrptmnh .gt_grand_summary_row {
  color: #333333;
  background-color: #F0F0F0;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#eabnrptmnh .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#eabnrptmnh .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#eabnrptmnh .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#eabnrptmnh .gt_footnotes {
  color: #333333;
  background-color: #F0F0F0;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#eabnrptmnh .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#eabnrptmnh .gt_sourcenotes {
  color: #333333;
  background-color: #F0F0F0;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 0px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 0px;
  border-right-color: #D3D3D3;
}

#eabnrptmnh .gt_sourcenote {
  font-size: 12px;
  padding: 10px;
}

#eabnrptmnh .gt_left {
  text-align: left;
}

#eabnrptmnh .gt_center {
  text-align: center;
}

#eabnrptmnh .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#eabnrptmnh .gt_font_normal {
  font-weight: normal;
}

#eabnrptmnh .gt_font_bold {
  font-weight: bold;
}

#eabnrptmnh .gt_font_italic {
  font-style: italic;
}

#eabnrptmnh .gt_super {
  font-size: 65%;
}

#eabnrptmnh .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="eabnrptmnh" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed;; width: 0px">
  <colgroup>
    <col style="width:150px;"/>
    <col style="width:300px;"/>
  </colgroup>
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">When</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">What</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">09:00-10:15</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Resampling with <a href='https://rsample.tidymodels.org'>rsample</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:15-10:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> ☕</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:30-12:00</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Ensembling with <a href='https://parsnip.tidymodels.org'>parsnip</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">12:00-01:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Lunch</em> 🥗</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">01:30-02:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Ensembling with <a href='https://parsnip.tidymodels.org'>parsnip</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:30-02:45</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> 🍵</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:45-03:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Modeling Pipelines with <a href='https://workflows.tidymodels.org'>workflows</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0; font-family: Source Code Pro;">03:30-04:30</td>
      <td class="gt_row gt_left" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0;"><em>Office Hours</em> (sign-up required)</td>
    </tr>
  </tbody>
  
  
</table></div>
]

---
class: middle, center

# Day 5

#patcygdcso .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
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  font-style: normal;
  background-color: #F0F0F0;
  width: auto;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #A8A8A8;
  border-right-style: none;
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  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 1px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#patcygdcso .gt_heading {
  background-color: #F0F0F0;
  text-align: left;
  border-bottom-color: #F0F0F0;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#patcygdcso .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  border-bottom-color: #F0F0F0;
  border-bottom-width: 0;
}

#patcygdcso .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 4px;
  border-top-color: #F0F0F0;
  border-top-width: 0;
}

#patcygdcso .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#patcygdcso .gt_col_headings {
  border-top-style: solid;
  border-top-width: 3px;
  border-top-color: #F0F0F0;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#patcygdcso .gt_col_heading {
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  text-transform: uppercase;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#patcygdcso .gt_column_spanner_outer {
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  text-transform: uppercase;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#patcygdcso .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#patcygdcso .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#patcygdcso .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#patcygdcso .gt_group_heading {
  padding: 8px;
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  text-transform: uppercase;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
}

#patcygdcso .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#patcygdcso .gt_from_md > :first-child {
  margin-top: 0;
}

#patcygdcso .gt_from_md > :last-child {
  margin-bottom: 0;
}

#patcygdcso .gt_row {
  padding-top: 3px;
  padding-bottom: 3px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#patcygdcso .gt_stub {
  color: #333333;
  background-color: #F0F0F0;
  font-size: 80%;
  font-weight: bolder;
  text-transform: uppercase;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 12px;
}

#patcygdcso .gt_summary_row {
  color: #333333;
  background-color: #F0F0F0;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#patcygdcso .gt_first_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
}

#patcygdcso .gt_grand_summary_row {
  color: #333333;
  background-color: #F0F0F0;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#patcygdcso .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#patcygdcso .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#patcygdcso .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#patcygdcso .gt_footnotes {
  color: #333333;
  background-color: #F0F0F0;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#patcygdcso .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding: 4px;
}

#patcygdcso .gt_sourcenotes {
  color: #333333;
  background-color: #F0F0F0;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 0px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 0px;
  border-right-color: #D3D3D3;
}

#patcygdcso .gt_sourcenote {
  font-size: 12px;
  padding: 10px;
}

#patcygdcso .gt_left {
  text-align: left;
}

#patcygdcso .gt_center {
  text-align: center;
}

#patcygdcso .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#patcygdcso .gt_font_normal {
  font-weight: normal;
}

#patcygdcso .gt_font_bold {
  font-weight: bold;
}

#patcygdcso .gt_font_italic {
  font-style: italic;
}

#patcygdcso .gt_super {
  font-size: 65%;
}

#patcygdcso .gt_footnote_marks {
  font-style: italic;
  font-size: 65%;
}
</style>
<div id="patcygdcso" style="overflow-x:auto;overflow-y:auto;width:auto;height:auto;"><table class="gt_table" style="table-layout: fixed;; width: 0px">
  <colgroup>
    <col style="width:150px;"/>
    <col style="width:300px;"/>
  </colgroup>
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_center" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">When</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" style="text-align: center; vertical-align: middle; font-weight: bold; border-bottom-width: 3px; border-bottom-style: solid; border-bottom-color: black;">What</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">09:00-10:00</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Feature Engineering with <a href='https://recipes.tidymodels.org'>recipes</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:00-10:15</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> ☕</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">10:15-12:00</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Model Tuning with <a href='https://tune.tidymodels.org'>tune</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">12:00-01:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Lunch</em> 🍔</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">01:30-02:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Case Study</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:30-02:45</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;"><em>Break</em> 🍵</td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="background-color: #F0F0F0; font-family: Source Code Pro;">02:45-03:30</td>
      <td class="gt_row gt_left" style="background-color: #F0F0F0;">Getting Help with <a href='https://reprex.tidyverse.org'>reprex</a></td>
    </tr>
    <tr>
      <td class="gt_row gt_center" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0; font-family: Source Code Pro;">03:30-04:30</td>
      <td class="gt_row gt_left" style="border-bottom-width: 2px; border-bottom-style: solid; border-bottom-color: transparent; background-color: #F0F0F0;"><em>Office Hours</em> (sign-up required)</td>
    </tr>
  </tbody>
  
  
</table></div>
]

.pull-right[
<img src="images/intro/hex-day5.png" width="80%" />
]

---
# Office Hours

* One-on-one consulting
  * Ask questions
  
  * Problem solving

* Consultation on projects
  
* Sign-up required

---
background-image: url(images/intro/calendly.png)
background-size: 70%
background-position: 50% 70%
class: center

.big[https://calendly.com/wjakethompson/srmc-consulting]

Notes for current slide

Notes for next slide

Hi!

Welcome

Tidy Data Science with the Tidyverse and Tidymodels

W. Jake Thompson

https://tidyds-2021.wjakethompson.com · https://bit.ly/tidyds-2021

Tidy Data Science with the Tidyverse and Tidymodels is licensed under a Creative Commons Attribution 4.0 International License.

W. Jake Thompson

@wjakethompson
@wjakethompson

Workshop content is based on the prior work of:

First Half:
How to work with data in R

First Half:
How to work with data in R
Second Half:
How to learn from data in R

First Half:

How to work with data in R

Visualize

Transform

Tidy

First Half:

How to work with data in R

Visualize

Transform

Tidy

Second Half:

How to learn from data in R

Predicting

Classifying

Sampling and Resampling

Ensembling

First Half:

How to work with data in R

First Half:

How to work with data in R

Second Half:

How to learn from data in R

R for Data
Science

Tidy Modeling
with R

R Markdown: The Definitive Guide

Day 1

When	What
09:00-09:30	Preliminaries
09:30-10:15	Introduction to R and RStudio
10:15-10:30	Break ☕
10:30-12:00	Data Visualization with ggplot2
12:00-01:30	Lunch 🍱
01:30-02:30	Data Manipulation with dplyr
02:30-02:45	Break 🍵
02:45-03:30	Data Manipulation with dplyr
03:30-04:30	Office Hours (sign-up required)

Day 2

When	What
09:00-10:15	Data Types
10:15-10:30	Break ☕
10:30-12:00	Import Data with readr
12:00-01:30	Lunch 🍕
01:30-02:30	Tidy Data with tidyr
02:30-02:45	Break 🍵
02:45-03:30	Tidy Data with tidyr
03:30-04:30	Office Hours (sign-up required)

Day 3

When	What
09:00-10:00	Case Study
10:00-10:15	Break ☕
10:15-12:00	Prediction with parsnip
12:00-01:30	Lunch 🌯
01:30-02:30	Classification with parsnip
02:30-02:45	Break 🍵
02:45-03:30	Classification with parsnip
03:30-04:30	Office Hours (sign-up required)

Day 4

When	What
09:00-10:15	Resampling with rsample
10:15-10:30	Break ☕
10:30-12:00	Ensembling with parsnip
12:00-01:30	Lunch 🥗
01:30-02:30	Ensembling with parsnip
02:30-02:45	Break 🍵
02:45-03:30	Modeling Pipelines with workflows
03:30-04:30	Office Hours (sign-up required)

Day 5

When	What
09:00-10:00	Feature Engineering with recipes
10:00-10:15	Break ☕
10:15-12:00	Model Tuning with tune
12:00-01:30	Lunch 🍔
01:30-02:30	Case Study
02:30-02:45	Break 🍵
02:45-03:30	Getting Help with reprex
03:30-04:30	Office Hours (sign-up required)

Office Hours

One-on-one consulting
- Ask questions
- Problem solving
- Consultation on projects
Sign-up required

https://calendly.com/wjakethompson/srmc-consulting

W. Jake Thompson

@wjakethompson
@wjakethompson

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Welcome

Tidy Data Science with the Tidyverse and Tidymodels

W. Jake Thompson

https://tidyds-2021.wjakethompson.com · https://bit.ly/tidyds-2021

W. Jake Thompson

First Half:

How to work with data in R

First Half:

How to work with data in R

Second Half:

How to learn from data in R

First Half:

How to work with data in R

First Half:

How to work with data in R

Second Half:

How to learn from data in R

First Half:

How to work with data in R

First Half:

How to work with data in R

Second Half:

How to learn from data in R

R for DataScience

Tidy Modelingwith R

R Markdown: The Definitive Guide

Day 1

Day 2

Day 3

Day 4

Day 5

Office Hours

W. Jake Thompson

Help

R for Data
Science

Tidy Modeling
with R