wip: edit just health data labs

lightning.md

@@ -0,0 +1,139 @@
+---
+# try also 'default' to start simple
+theme: seriph
+# random image from a curated Unsplash collection by Anthony
+# like them? see https://unsplash.com/collections/94734566/slidev
+background: https://cover.sli.dev
+# some information about your slides, markdown enabled
+title: Welcome to Slidev
+info: |
+  ## Slidev Starter Template
+  Presentation slides for developers.
+
+  Learn more at [Sli.dev](https://sli.dev)
+# apply any unocss classes to the current slide
+class: text-center
+# https://sli.dev/custom/highlighters.html
+highlighter: shiki
+# https://sli.dev/guide/drawing
+drawings:
+  persist: false
+# slide transition: https://sli.dev/guide/animations#slide-transitions
+transition: slide-left
+# enable MDC Syntax: https://sli.dev/guide/syntax#mdc-syntax
+mdc: true
+fonts:
+  # basically the text
+  sans: 'Berkeley Mono,Robot'
+  # use with `font-serif` css class from UnoCSS
+  serif: Robot Slab
+  # for code blocks, inline code, etc.
+  mono: Fira Code
+  # like font-family in css, you can use `,` to separate multiple fonts for fallback
+  local: Berkeley Mono
+  # mark 'Helvetica Neue' as local font
+---
+
+# Loving the baseline
+
+Main demo: https://colab.research.google.com/github/onefact/loving-the-baseline/blob/main/nearest-neighbors.ipynb
+
+Twitter: @thejaan
+Email: [email protected]
+
+<div class="pt-12">
+  <span @click="$slidev.nav.next" class="px-2 py-1 rounded cursor-pointer" hover="bg-white bg-opacity-10">
+    Press Space for next page <carbon:arrow-right class="inline"/>
+  </span>
+</div>
+
+<div class="abs-br m-6 flex gap-2">
+  <button @click="$slidev.nav.openInEditor()" title="Open in Editor" class="text-xl slidev-icon-btn opacity-50 !border-none !hover:text-white">
+    <carbon:edit />
+  </button>
+  <a href="https://github.com/slidevjs/slidev" target="_blank" alt="GitHub" title="Open in GitHub"
+    class="text-xl slidev-icon-btn opacity-50 !border-none !hover:text-white">
+    <carbon-logo-github />
+  </a>
+</div>
+
+<!--
+The last comment block of each slide will be treated as slide notes. It will be visible and editable in Presenter Mode along with the slide. [Read more in the docs](https://sli.dev/guide/syntax.html#notes)
+-->
+
+<!-- make a page break next -->
+---
+
+
+# When to use Lightning?
+
+Lightning makes things easier and abstracts the details. In research (or in edge cases), you might need to go deeper. For example, `torch.compile`, custom metrics, etc.
+
+- 📝 **Incentives** - compete with AnyScale, Ray, SkyPilot (multi-cloud, recommended)
+- 🚀 **Risk** - Need to be careful relying on venture capital-backed code (ideal customer profile may be different, may need to pivot, short runway and high return expectations from LPs)
+- **🔍 Research** - usually need to use algorithms like HyperBand and use fully-sharded data parallel models for best performance. Supported in Ray and SkyPilot, work-in-progress for Lightning.
+- **🔥 Time Horizon** - behavior change is hard. Your future self will thank you but need to learn by experience when to use a shortcut / abstraction versus when to use the details. For me, I need to see the details almost always (not assembly/CUDA regularly though!)
+
+---
+transition: slide-up
+level: 2
+---
+# Incentives
+
+"Writing a training loop is not that hard; why use a library?"
+
+* Amazon Web Services, Google Cloud Platform, Microsoft Azure - all competing for mindshare
+* If you reduce your cognitive load, you give up mindshare in exchange for "efficiency". 
+* It is up to you to decide when this trade-off is worth it.
+* For me, it rarely is: libraries move fast, and I need to understand the details to be able to debug and optimize.
+
+<br>
+<br>
+
+<!--
+You can have `style` tag in markdown to override the style for the current page.
+Learn more: https://sli.dev/guide/syntax#embedded-styles
+-->
+<!-- 
+<style>
+h1 {
+  background-color: #2B90B6;
+  background-image: linear-gradient(45deg, #4EC5D4 10%, #146b8c 20%);
+  background-size: 100%;
+  -webkit-background-clip: text;
+  -moz-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  -moz-text-fill-color: transparent;
+}
+</style>
+
+<!--
+Here is another comment.
+-->
+
+---
+transition: slide-up
+level: 2
+---
+
+# Navigation
+
+Hover on the bottom-left corner to see the navigation's controls panel, [learn more](https://sli.dev/guide/navigation.html)
+
+## Keyboard Shortcuts
+
+|     |     |
+| --- | --- |
+| <kbd>right</kbd> / <kbd>space</kbd>| next animation or slide |
+| <kbd>left</kbd>  / <kbd>shift</kbd><kbd>space</kbd> | previous animation or slide |
+| <kbd>up</kbd> | previous slide |
+| <kbd>down</kbd> | next slide |
+
+<!-- https://sli.dev/guide/animations.html#click-animations -->
+<img
+  v-click
+  class="absolute -bottom-9 -left-7 w-80 opacity-50"
+  src="https://sli.dev/assets/arrow-bottom-left.svg"
+  alt=""
+/>
+<p v-after class="absolute bottom-23 left-45 opacity-30 transform -rotate-10">Here!</p>

slides.md

@@ -34,9 +34,35 @@ fonts:
   # mark 'Helvetica Neue' as local font
 ---
 
-# Loving the baseline
+# JUST Health Data Labs
 
-Main demo: https://colab.research.google.com/github/onefact/loving-the-baseline/blob/main/nearest-neighbors.ipynb
+Based on Just v Data Lab bootcamp: https://colab.research.google.com/github/onefact/datathinking.org-codespace/blob/main/notebooks/princeton-university/week-1-visualizing-33-million-phone-calls-in-new-york-city.ipynb
+
+-> https://motherduck.com/blog/introducing-column-explorer/
+
+Footnote:
+
+Health data: https://digitalpublicgoods.net/AI-CoP-Discussion-Paper.pdf
+
+https://github.com/DPGAlliance/DPG-Standard/issues/148#issuecomment-1517850203
+
+---
+
+Capital flows:
+https://www.are.na/jaan-li/network-9j9au-o8gtc
+
+---
+
+https://www.aldipricemap.com/
+
+---
+
+# Data centers
+
+https://www.datacentermap.com/
+https://www.dutchdatacenters.nl/en/map/
+https://baxtel.com/map
+https://map.datacente.rs/
 
 Twitter: @thejaan
 Email: [email protected]
@@ -83,7 +109,7 @@ level: 2
 "Writing a training loop is not that hard; why use a library?"
 
 * Amazon Web Services, Google Cloud Platform, Microsoft Azure - all competing for mindshare
-* If you reduce your cognitive load, you give up mindshare in exchange for "efficiency". 
+* If you reduce your cognitive load, you give up mindshare in exchange for "efficiency".
 * It is up to you to decide when this trade-off is worth it.
 * For me, it rarely is: libraries move fast, and I need to understand the details to be able to debug and optimize.
 
@@ -94,7 +120,7 @@ level: 2
 You can have `style` tag in markdown to override the style for the current page.
 Learn more: https://sli.dev/guide/syntax#embedded-styles
 -->
-<!-- 
+<!--
 <style>
 h1 {
   background-color: #2B90B6;
@@ -136,4 +162,4 @@ Hover on the bottom-left corner to see the navigation's controls panel, [learn m
   src="https://sli.dev/assets/arrow-bottom-left.svg"
   alt=""
 />
-<p v-after class="absolute bottom-23 left-45 opacity-30 transform -rotate-10">Here!</p>
+<p v-after class="absolute bottom-23 left-45 opacity-30 transform -rotate-10">Here!</p>