diff --git a/slides/00-hello.reveal.js b/slides/00-hello.reveal.js
new file mode 100644
index 0000000..a1436a0
--- /dev/null
+++ b/slides/00-hello.reveal.js
@@ -0,0 +1,9 @@
+
+
+import Reveal from 'reveal.js';
+import Markdown from 'reveal.js/plugin/markdown/markdown.esm.js';
+
+let deck = new Reveal({
+ plugins: [ Markdown ]
+})
+deck.initialize();
\ No newline at end of file
diff --git a/slides/01-intro.marp.md b/slides/01-intro.marp.md
new file mode 100644
index 0000000..bbc083e
--- /dev/null
+++ b/slides/01-intro.marp.md
@@ -0,0 +1,189 @@
+---
+marp: true
+theme: uncover
+color: #eee
+colorSecondary: #333
+backgroundColor: #111
+paginate: true
+---
+
+# Hello World
+
+ROBOTS ARE UPRISING. WHAT SIDE ARE YOU ON?
+
+---
+
+### On va parler de
+# Machine Learning
+
+---
+
+## Mais pas comme ça
+
+
+
+$$ I_{xx}=\int\int_Ry^2f(x,y)\cdot{}dydx $$
+
+
+
+#### (Le moins possible)
+
+---
+
+## Ni comme ça
+
+
+
+
+###### - [the Fallacy of generalization from Fictional evidence](https://www.lesswrong.com/posts/rHBdcHGLJ7KvLJQPk/the-logical-fallacy-of-generalization-from-fictional)
+
+---
+
+## Encore que...
+
+
+
+###### - [AGI Ruin: A List of Lethalities](https://www.lesswrong.com/posts/uMQ3cqWDPHhjtiesc/agi-ruin-a-list-of-lethalities)
+
+---
+
+## On va parler des derniers succès
+
+#### - [Meta AI Research: CICERO](https://ai.facebook.com/blog/cicero-ai-negotiates-persuades-and-cooperates-with-people/)
+
+
+
+---
+
+## Et d'échecs intéressants
+
+##### - [MIT Tech review: 100s of AI tools built for covid... None helped.](https://www.technologyreview.com/2021/07/30/1030329/machine-learning-ai-failed-covid-hospital-diagnosis-pandemic/)
+
+
+
+----
+
+## Mais aussi de révolutions en cours
+
+
+##### - [Midjourney](fixme)
+
+
+
+---
+
+### Comment le ML peut raconter des histoires
+
+##### - [fixme ai dungeon](https://openai.com/blog/jukebox/)
+
+
+
+----
+
+### Comment elles nous comprennent
+
+
+##### - [OpenAI Jukebox: a neural net that generates music, including rudimentary singing](https://openai.com/blog/jukebox/)
+
+
+
+----
+
+## Comment vous pourriez les comprendre
+
+---
+
+## Et comment leur faire faire ce que vous voulez
+
+---
+
+
+
+
+## Qui suis-je?
+
+
+
+### Paul-Louis Nech
+- ###### ✉ formation@nech.pl
+- ###### 🔗 LinkedIn.com/in/PLNech
+- ###### 💡 GitHub.com/PLNech
+
+
+
+---
+
+
+
+
+## Parcours
+
+- #### EPITA 2016 | MTI
+- #### Software Engineer @Algolia
+- #### ML Engineer @Algolia
+
+
+---
+
+## C'est quoi ce cours ?
+
+
+---
+
+# Les bases
+
+## C'est quoi apprendre ?
+Le par-coeur, un problème ?
+Guessing the teachers password
+Learning to forget
+Comment je sais ce que je sais pas ?
+
+## Failures of ML
+MIT COVID FAILS
+Gaming the game: IAs flemmardes
+Short-term goals vs long-term goals
+Dangerous goals : Paperclip maximizer?
+
+## C'est quoi du ML ?
+Un thermostat ?
+Sacs de ifs
+Amazon mechanical turk
+Elisa? Turing test ?
+Akinator ?
+Quelles limites aux possibilités du ML ?
+Andrew ng's quote on limits
+
+## Formalisme: features
+## métriques
+Supervisé ou non
+
+
+
+## Pionniers & Penseurs
+
+### Turing
+
+### Dartmouth
+
+### Summer
+
+### Yann LeCun
+
+### Andrew Ng
+
+### Yudkowsky
+
+###
+## Adversarial perturbations
+
+
+## Méthodes
+### Train/test/val split
+
+## Outils
\ No newline at end of file
diff --git a/slides/01-intro.reveal.md b/slides/01-intro.reveal.md
new file mode 100644
index 0000000..39652e4
--- /dev/null
+++ b/slides/01-intro.reveal.md
@@ -0,0 +1,749 @@
+---
+theme : "night"
+transition: "slide"
+highlightTheme: "monokai"
+logoImg: "logo.png"
+slideNumber: false
+title: "VSCode Reveal intro"
+---
+
+::: block
+*here be dragons* {style=background:red;width:500px}
+:::
+
+---
+
+// @[vine](etVpwB7uHlw)
+
+---
+
+### Solar System Exploration, 1950s – 1960s
+
+- [ ] Mercury
+- [x] Venus
+- [x] Earth (Orbit/Moon)
+- [x] Mars
+- [ ] Jupiter
+- [ ] Saturn
+- [ ] Uranus
+- [ ] Neptune
+- [ ] Comet Haley
+
+---
+
+# some Table
+
+| | Grouping ||
+First Header | Second Header | Third Header |
+ ------------ | :-----------: | -----------: |
+Content | *Long Cell* ||
+Content | **Cell** | Cell |
+
+New section | More | Data |
+And more | With an escaped '\\|' ||
+[Prototype table]
+
+--
+
+First header | Second header
+-------------|---------------
+List: | More \
+- over | data \
+- several | \
+- lines |
+
+--
+
+First header | Second header
+-------------|---------------
+Merged | Cell 1
+^^ | Cell 2
+^^ | Cell 3
+
+--
+
+
+
+---
+
+
+sequenceDiagram
+ participant Alice
+ participant Bob
+ Alice->>John: Hello John, how are you?
+ loop Healthcheck
+ John->>John: Fight against hypochondria
+ end
+ Note right of John: Rational thoughts prevail!
+ John-->>Alice: Great!
+ John->>Bob: How about you?
+ Bob-->>John: Jolly good!
+
+
+---
+
+
+graph LR;
+ A(AAAA)==> B(B node);
+ B==> C(SEE SEE);
+
+ class A diag-a-styles;
+ class B diag-b-styles
+ class C diag-c-styles;
+
+
+---
+
+# vscode-reveal
+
+ Awesome VS code extension using The HTML Presentation Framework Revealjs
+
+Created by [Vincent B.](https://www.evilznet.com) / [@Evilznet](https://twitter.com/Evilznet)
+
+---
+
+## Hello There
+
+reveal.js enables you to create beautiful interactive slide decks using HTML. This presentation will show you examples of what it can do.
+
+---
+
+## Vertical Slides
+
+Slides can be nested inside of each other.
+
+Use the _Space_ key to navigate through all slides.
+
+
+
+
+
+--
+
+## Basement Level 1
+
+Nested slides are useful for adding additional detail underneath a high level horizontal slide.
+
+--
+
+## Basement Level 2
+
+That's it, time to go back up.
+
+
+
+
+
+---
+
+## Point of View
+
+Press **ESC** to enter the slide overview.
+
+Hold down alt and click on any element to zoom in on it using [zoom.js](http://lab.hakim.se/zoom-js). Alt + click anywhere to zoom back out.
+
+> Use ctrl + click in Linux
+
+---
+
+## Touch Optimized
+
+Presentations look great on touch devices, like mobile phones and tablets. Simply swipe through your slides.
+
+---
+
+## Markdown support
+
+```
+ ## Markdown support
+
+ Write content using inline or external Markdown.
+ Instructions and more info available in the
+ [readme](https://github.com/hakimel/reveal.js#markdown).
+```
+
+---
+
+## Fragments
+
+Hit the next arrow...
+
+... to step through ...
+... afragmentedslide.
+
+Note:
+This slide has fragments which are also stepped through in the notes window.
+
+--
+
+## Fragment Styles
+
+There's different types of fragments, like:
+
+grow {.fragment .grow}
+
+shrink {.fragment .shrink}
+
+fade-out {.fragment .fade-out}
+
+fade-right{.fragment .fade-right}
+
+fade-up{.fragment .fade-up}
+
+fade-down{.fragment .fade-down}
+
+fade-left{.fragment .fade-left}
+
+--
+
+## Fragment Styles
+
+fade-in-then-out{.fragment .fade-in-then-out}
+
+fade-in-then-semi-out {.fragment .fade-in-then-semi-out"}
+
+current-visible {.fragment .current-visible}
+
+Highlight **red**{.fragment .highlight-red} **blue**{.fragment .highlight-blue} **green**{.fragment .highlight-green}
+
+---
+
+## Transition Styles
+
+You can select from different transitions, like:
+[None](?transition=none#/transitions) - [Fade](?transition=fade#/transitions) - [Slide](?transition=slide#/transitions) - [Convex](?transition=convex#/transitions) - [Concave](?transition=concave#/transitions) - [Zoom](?transition=zoom#/transitions)
+
+---
+
+## Themes
+
+reveal.js comes with a few themes built in:
+Black (default) -
+White -
+League -
+Sky -
+Beige -
+Simple
+Serif -
+Blood -
+Night -
+Moon -
+Solarized
+
+---
+
+
+## Slide Backgrounds
+
+Set `data-background="#dddddd"` on a slide to change the background color. All CSS color formats are supported.
+
+[](#){.navigate-down}
+
+
+--
+
+
+
+## Image Backgrounds
+
+```markdown
+
+```
+
+--
+
+
+
+## TILED BACKGROUNDS
+
+```markdown
+
+```
+
+--
+
+
+
+## Video Backgrounds
+
+```markdown
+
+```
+
+--
+
+
+
+## ... and GIFs!
+
+```markdown
+
+```
+
+---
+
+
+
+## Background Transitions
+
+Different background transitions are available via the backgroundTransition option. This one's called "zoom".
+
+---
+
+
+
+## Background Transitions
+
+You can override background transitions per-slide.
+
+---
+
+## Pretty Code
+
+```js
+function linkify( selector ) {
+ if( supports3DTransforms ) {
+
+ var nodes = document.querySelectorAll( selector );
+
+ for( var i = 0, len = nodes.length; i < len; i++ ) {
+ var node = nodes[i];
+
+ if( !node.className ) {
+ node.className += ' roll';
+ }
+ }
+ }
+}
+```
+
+Code syntax highlighting courtesy of [highlight.js](http://softwaremaniacs.org/soft/highlight/en/description/).
+
+---
+
+## Marvelous List
+
+* No order here
+* Or here
+* Or here
+* Or here
+
+---
+
+## Fantastic Ordered List
+
+1. One is smaller than...
+2. Two is smaller than...
+3. Three!
+
+---
+
+## Tabular Tables
+
+| Tables | Are | Cool |
+|-------------|:-----------:|----:|
+| col 3 is | right-aligned | $1600 |
+| col 2 is | centered | $12 |
+| zebra stripes | are neat | $1 |
+
+---
+
+{.slide id="ClevQuot"}
+## Clever Quotes
+
+These guys come in two forms, inline: "The nice thing about standards is that there are so many to choose from" and block:
+
+> "For years there has been a theory that millions of monkeys typing at random on millions of typewriters would reproduce the entire works of Shakespeare. The Internet has proven this theory to be untrue."
+
+---
+
+## Intergalactic Interconnections
+
+You can link between slides internally, [like this](#/2/3).
+
+Link to slides by an ID, e.g., [Clever Quotes](#ClevQuot).
+However, you must have set the ID at the destination slide using:
+`{.slide id="UniqueID"}`
+
+---
+
+## Speaker View
+
+There's a [speaker view](https://github.com/hakimel/reveal.js#speaker-notes). It includes a timer, preview of the upcoming slide as well as your speaker notes.
+
+Press the _S_ key to try it out.
+
+
+
+---
+
+## Export to PDF
+
+Presentations can be [exported to PDF](https://github.com/hakimel/reveal.js#pdf-export), here's an example:
+
+
+
+---
+
+## Global State
+
+Set `data-state="something"` on a slide and `"something"` will be added as a class to the document element when the slide is open. This lets you apply broader style changes, like switching the page background.
+
+---
+
+
+
+## State Events
+
+Additionally custom events can be triggered on a per slide basis by binding to the `data-state` name.
+```js
+Reveal.addEventListener( 'customevent', function() {
+ console.log( '"customevent" has fired' );
+} );
+```
+
+---
+
+## Take a Moment
+
+Press B or . on your keyboard to pause the presentation. This is helpful when you're on stage and want to take distracting slides off the screen.
+
+---
+
+## Much more
+
+* Right-to-left support
+* [Extensive JavaScript API](https://github.com/hakimel/reveal.js#api)
+* [Auto-progression](https://github.com/hakimel/reveal.js#auto-sliding)
+* [Parallax backgrounds](https://github.com/hakimel/reveal.js#parallax-background)
+* [Custom keyboard bindings](https://github.com/hakimel/reveal.js#keyboard-bindings)
+
+---
+
+## Plugins
+
+--
+
+## search
+
+Handles finding a text string anywhere in the slides and showing the next occurrence to the user by navigatating to that slide and highlighting it.
+
+**Shortcut : `CTRL + SHIFT + F`**
+
+
+--
+
+## Zoom
+
+Zoom anywhere on your presentation
+
+**Shortcut : `alt + click`: Zoom in. Repeat to zoom back out.**
+
+--
+
+## Notes
+
+Add note to speaker view.
+
+Default markdown syntaxe is
+
+```text
+note: a custom note here
+```
+
+--
+
+## Chalkboard
+
+Have you ever missed the traditional classroom experience where you can quickly sketch something on a chalkboard?
+
+Just press 'b' or click on the pencil button to open and close your chalkboard.
+
+--
+
+## Chalkboard
+
+- Click the `left mouse button` to write on the chalkboard
+- Click the `right mouse button` to wipe the chalkboard
+- Click the `DEL` key to clear the chalkboard
+
+--
+
+## MAKE NOTES ON SLIDES
+
+Did you notice the button?
+
+By pressing 'c' or clicking the button you can start and stop the notes taking mode allowing you to write comments and notes directly on the slide.
+
+--
+
+## Chart
+
+Add chart from simple string
+
+--
+
+### Line chart from JSON string
+
+
+--
+
+### Line chart with CSV data and JSON configuration
+
+
+
+--
+
+### Bar chart with CSV data
+
+
+
+--
+
+
+### Stacked bar chart from CSV file with JSON configuration
+
+
+
+
+--
+
+### Pie chart
+
+
+
+--
+
+## EMBEDDING A TWEET
+To embed a tweet, simply determine its URL and include the following code in your slides:
+
+```html
+
+```
+
+--
+
+
+
+--
+
+## menu
+
+A SLIDEOUT MENU FOR NAVIGATING REVEAL.JS PRESENTATIONS
+
+--
+
+See the in the corner?
+
+Click it and the menu will open from the side.
+
+Click anywhere on the slide to return to the presentation,
+or use the close button in the menu.
+
+--
+
+If you don't like the menu button,
+you can use the slide number instead.
+
+Go on, give it a go.
+
+The menu button can be hidden using the options,
+but you need to enable the slide number link.
+
+--
+
+Or you can open the menu by pressing the m key.
+
+You can navigate the menu with the keyboard as well.
+Just use the arrow keys and or to change slides.
+
+You can disable the keyboard for the
+menu in the options if you wish.
+
+--
+
+## LEFT OR RIGHT
+You can configure the menu to slide in from the left or right
+
+--
+
+### MARKERS
+The slide markers in the menu can be useful to show
+you the progress through the presentation.
+
+You can hide them if you want.
+
+You can also show/hide slide numbers.
+
+--
+
+### SLIDE TITLES
+The menu uses the first heading to label each slide
+but you can specify another label if you want.
+
+Use a data-menu-title attribute in the section element to give the slide a custom label, or add a menu-title class to any element in the slide you wish.
+
+You can change the titleSelector option and use
+any elements you like as the default for labelling each slide.
+
+--
+
+## MathSVG
+
+An extension of the math.js plugin allowing to render LaTeX in SVG.
+
+--
+
+### The Lorenz Equations
+
+
+\[\begin{aligned}
+\dot{x} & = \sigma(y-x) \\
+\dot{y} & = \rho x - y - xz \\
+\dot{z} & = -\beta z + xy
+\end{aligned} \]
+
+
+--
+
+### The Cauchy-Schwarz Inequality
+
+
+
+--
+
+### Custom footer
+
+Includes a footer in all the slides of a Reveal.js presentation (with optional exclusion of some slides) that will show the title of the presentation.
+
+
+
+--
+
+## code-focus
+
+A plugin that allows focusing on specific lines of code blocks.
+
+--
+
+### Code Focus Demo
+
+
+```html
+
+
+ // Useless comment.
+ alert('hi');
+
+
+ This focuses on the comment.
+
+
+ Another fragment.
+
+
+```
+
+This section is a slide. {.fragment .current-only data-code-focus=1-12}
+
+This will be highlighted by `highlight.js`. {.fragment .current-only data-code-focus=2-5}
+
+This fragment focuses on the first line. {.fragment .current-only data-code-focus=6-8}
+
+This fragment focuses on lines 1 and 2. {.fragment .current-only data-code-focus=9-11}
+
+See the next slide for a demo with the contents of this code block. {.fragment .current-only data-code-focus=1-12}
+
+---
+
+
+# THE END
+
+- [Try the online editor](http://slides.com)
+- [Source code & documentation](https://github.com/hakimel/reveal.js)
diff --git a/slides/img/01-cicero.png b/slides/img/01-cicero.png
new file mode 100644
index 0000000..c3f6ef7
Binary files /dev/null and b/slides/img/01-cicero.png differ
diff --git a/slides/img/01-covid-failed.png b/slides/img/01-covid-failed.png
new file mode 100644
index 0000000..dce74dd
Binary files /dev/null and b/slides/img/01-covid-failed.png differ
diff --git a/slides/img/01-jukebox.png b/slides/img/01-jukebox.png
new file mode 100644
index 0000000..a3b3dbd
Binary files /dev/null and b/slides/img/01-jukebox.png differ
diff --git a/slides/img/01-me.jpg b/slides/img/01-me.jpg
new file mode 100644
index 0000000..3cea01f
Binary files /dev/null and b/slides/img/01-me.jpg differ
diff --git a/slides/img/01-me2.jpg b/slides/img/01-me2.jpg
new file mode 100644
index 0000000..def3846
Binary files /dev/null and b/slides/img/01-me2.jpg differ
diff --git a/slides/img/01-midjourney.png b/slides/img/01-midjourney.png
new file mode 100644
index 0000000..d6986d4
Binary files /dev/null and b/slides/img/01-midjourney.png differ
diff --git "a/slides/img/Screenshot 2022-12-01 at 17-29-13 t5-large \302\267 Hugging Face.png" "b/slides/img/Screenshot 2022-12-01 at 17-29-13 t5-large \302\267 Hugging Face.png"
new file mode 100644
index 0000000..f03544e
Binary files /dev/null and "b/slides/img/Screenshot 2022-12-01 at 17-29-13 t5-large \302\267 Hugging Face.png" differ
diff --git a/slides/package.json b/slides/package.json
new file mode 100644
index 0000000..6907083
--- /dev/null
+++ b/slides/package.json
@@ -0,0 +1,12 @@
+{
+ "name": "ml101-slides",
+ "version": "1.0.0",
+ "description": "Slides pour le cours ML101@INTECH 2022-2023",
+ "main": "index.js",
+ "author": "PLN",
+ "license": "MIT",
+ "private": false,
+ "dependencies": {
+ "reveal.js": "^4.4.0"
+ }
+}
diff --git a/slides/yarn.lock b/slides/yarn.lock
new file mode 100644
index 0000000..2036a48
--- /dev/null
+++ b/slides/yarn.lock
@@ -0,0 +1,8 @@
+# THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY.
+# yarn lockfile v1
+
+
+reveal.js@^4.4.0:
+ version "4.4.0"
+ resolved "https://registry.yarnpkg.com/reveal.js/-/reveal.js-4.4.0.tgz#bff589987a842d99bc8f6eb9b2b59f6d9941bf87"
+ integrity sha512-jIV6C9V2NEUjGzU8L6dUFGpk1KJmq7/EzP2fOW67ggc2c0Cp/PdprWxZ9Qgp46F0T2ZWDCjQ1p3Ytzy5jA6a2w==
+