diff --git a/99999.Rmd b/01_getting-started.Rmd
similarity index 94%
rename from 99999.Rmd
rename to 01_getting-started.Rmd
index 0c587c2..2db3904 100644
--- a/99999.Rmd
+++ b/01_getting-started.Rmd
@@ -1,4 +1,4 @@
-# {{{chapter_title}}}
+# Getting started
**Learning objectives:**
diff --git a/02_deployment.Rmd b/02_deployment.Rmd
new file mode 100644
index 0000000..551188b
--- /dev/null
+++ b/02_deployment.Rmd
@@ -0,0 +1,24 @@
+# Deployment
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/03_neural-net-foundations.Rmd b/03_neural-net-foundations.Rmd
new file mode 100644
index 0000000..a44f967
--- /dev/null
+++ b/03_neural-net-foundations.Rmd
@@ -0,0 +1,24 @@
+# Neural net foundations
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/04_natural-language-nlp.Rmd b/04_natural-language-nlp.Rmd
new file mode 100644
index 0000000..4314233
--- /dev/null
+++ b/04_natural-language-nlp.Rmd
@@ -0,0 +1,24 @@
+# Natural Language (NLP)
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/05_from-scratch-model.Rmd b/05_from-scratch-model.Rmd
new file mode 100644
index 0000000..0ad412e
--- /dev/null
+++ b/05_from-scratch-model.Rmd
@@ -0,0 +1,24 @@
+# From-scratch model
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/06_random-forests.Rmd b/06_random-forests.Rmd
new file mode 100644
index 0000000..bce2239
--- /dev/null
+++ b/06_random-forests.Rmd
@@ -0,0 +1,24 @@
+# Random forests
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/07_collaborative-filtering.Rmd b/07_collaborative-filtering.Rmd
new file mode 100644
index 0000000..0af7317
--- /dev/null
+++ b/07_collaborative-filtering.Rmd
@@ -0,0 +1,24 @@
+# Collaborative filtering
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/08_convolutions-cnns.Rmd b/08_convolutions-cnns.Rmd
new file mode 100644
index 0000000..0fe6387
--- /dev/null
+++ b/08_convolutions-cnns.Rmd
@@ -0,0 +1,24 @@
+# Convolutions (CNNs)
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/09_stable-diffusion.Rmd b/09_stable-diffusion.Rmd
new file mode 100644
index 0000000..71748bf
--- /dev/null
+++ b/09_stable-diffusion.Rmd
@@ -0,0 +1,24 @@
+# Stable Diffusion
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/10_diving-deeper.Rmd b/10_diving-deeper.Rmd
new file mode 100644
index 0000000..eb966ee
--- /dev/null
+++ b/10_diving-deeper.Rmd
@@ -0,0 +1,24 @@
+# Diving Deeper
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/11_matrix-multiplication.Rmd b/11_matrix-multiplication.Rmd
new file mode 100644
index 0000000..dd82baa
--- /dev/null
+++ b/11_matrix-multiplication.Rmd
@@ -0,0 +1,24 @@
+# Matrix multiplication
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/12_mean-shift-clustering.Rmd b/12_mean-shift-clustering.Rmd
new file mode 100644
index 0000000..835b326
--- /dev/null
+++ b/12_mean-shift-clustering.Rmd
@@ -0,0 +1,24 @@
+# Mean shift clustering
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/13_backpropagation--mlp.Rmd b/13_backpropagation--mlp.Rmd
new file mode 100644
index 0000000..c8640c0
--- /dev/null
+++ b/13_backpropagation--mlp.Rmd
@@ -0,0 +1,24 @@
+# Backpropagation & MLP
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/14_backpropagation.Rmd b/14_backpropagation.Rmd
new file mode 100644
index 0000000..7d06859
--- /dev/null
+++ b/14_backpropagation.Rmd
@@ -0,0 +1,24 @@
+# Backpropagation
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/15_autoencoders.Rmd b/15_autoencoders.Rmd
new file mode 100644
index 0000000..da234c4
--- /dev/null
+++ b/15_autoencoders.Rmd
@@ -0,0 +1,24 @@
+# Autoencoders
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/16_the-learner-framework.Rmd b/16_the-learner-framework.Rmd
new file mode 100644
index 0000000..c2ca0a9
--- /dev/null
+++ b/16_the-learner-framework.Rmd
@@ -0,0 +1,24 @@
+# The Learner framework
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/17_initializationnormalization.Rmd b/17_initializationnormalization.Rmd
new file mode 100644
index 0000000..c47a0d3
--- /dev/null
+++ b/17_initializationnormalization.Rmd
@@ -0,0 +1,24 @@
+# Initialization/normalization
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/18_accelerated-sgd--resnets.Rmd b/18_accelerated-sgd--resnets.Rmd
new file mode 100644
index 0000000..1769cb2
--- /dev/null
+++ b/18_accelerated-sgd--resnets.Rmd
@@ -0,0 +1,24 @@
+# Accelerated SGD & ResNets
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/19_ddpm-and-dropout.Rmd b/19_ddpm-and-dropout.Rmd
new file mode 100644
index 0000000..970fa7a
--- /dev/null
+++ b/19_ddpm-and-dropout.Rmd
@@ -0,0 +1,24 @@
+# DDPM and Dropout
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/20_mixed-precision.Rmd b/20_mixed-precision.Rmd
new file mode 100644
index 0000000..1e740b9
--- /dev/null
+++ b/20_mixed-precision.Rmd
@@ -0,0 +1,24 @@
+# Mixed Precision
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/21_ddim.Rmd b/21_ddim.Rmd
new file mode 100644
index 0000000..434e260
--- /dev/null
+++ b/21_ddim.Rmd
@@ -0,0 +1,24 @@
+# DDIM
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/22_karras-et-al-2022.Rmd b/22_karras-et-al-2022.Rmd
new file mode 100644
index 0000000..43f4229
--- /dev/null
+++ b/22_karras-et-al-2022.Rmd
@@ -0,0 +1,24 @@
+# Karras et al (2022)
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/23_super-resolution.Rmd b/23_super-resolution.Rmd
new file mode 100644
index 0000000..4de33c3
--- /dev/null
+++ b/23_super-resolution.Rmd
@@ -0,0 +1,24 @@
+# Super-resolution
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/24_attention--transformers.Rmd b/24_attention--transformers.Rmd
new file mode 100644
index 0000000..4aa0cbe
--- /dev/null
+++ b/24_attention--transformers.Rmd
@@ -0,0 +1,24 @@
+# Attention & transformers
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+
diff --git a/25_latent-diffusion.Rmd b/25_latent-diffusion.Rmd
new file mode 100644
index 0000000..19ff058
--- /dev/null
+++ b/25_latent-diffusion.Rmd
@@ -0,0 +1,24 @@
+# Latent diffusion
+
+**Learning objectives:**
+
+- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
+
+## SLIDE 1 {-}
+
+- ADD SLIDES AS SECTIONS (`##`).
+- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
+
+## Meeting Videos {-}
+
+### Cohort 1 {-}
+
+`r knitr::include_url("https://www.youtube.com/embed/URL")`
+
+
+ Meeting chat log
+
+```
+LOG
+```
+