diff --git a/.github/workflows/check-links.yml b/.github/workflows/check-links.yml
index a5b57e9..274aab9 100644
--- a/.github/workflows/check-links.yml
+++ b/.github/workflows/check-links.yml
@@ -37,4 +37,5 @@ jobs:
--check-links-ignore "https://code.visualstudio.com/*" \
--check-links-ignore "https://arxiv.org/*" \
--check-links-ignore "https://ai.stanford.edu/~amaas/data/sentiment/" \
- --check-links-ignore "https://x.com/*"
+ --check-links-ignore "https://x.com/*" \
+ --check-links-ignore "https://scholar.google.com/*"
diff --git a/ch06/README.md b/ch06/README.md
index abcbb6e..65be918 100644
--- a/ch06/README.md
+++ b/ch06/README.md
@@ -10,4 +10,13 @@
- [02_bonus_additional-experiments](02_bonus_additional-experiments) includes additional experiments (e.g., training the last vs first token, extending the input length, etc.)
- [03_bonus_imdb-classification](03_bonus_imdb-classification) compares the LLM from chapter 6 with other models on a 50k IMDB movie review sentiment classification dataset
-- [04_user_interface](04_user_interface) implements an interactive user interface to interact with the pretrained LLM
\ No newline at end of file
+- [04_user_interface](04_user_interface) implements an interactive user interface to interact with the pretrained LLM
+
+
+
+
+
+
+
+
+[](https://www.youtube.com/watch?v=5PFXJYme4ik)
\ No newline at end of file
diff --git a/ch07/README.md b/ch07/README.md
index 2a3883c..d4ad262 100644
--- a/ch07/README.md
+++ b/ch07/README.md
@@ -12,4 +12,13 @@
- [03_model-evaluation](03_model-evaluation) contains utility code for evaluating instruction responses using a local Llama 3 model and the GPT-4 API
- [04_preference-tuning-with-dpo](04_preference-tuning-with-dpo) implements code for preference finetuning with Direct Preference Optimization (DPO)
- [05_dataset-generation](05_dataset-generation) contains code to generate and improve synthetic datasets for instruction finetuning
-- [06_user_interface](06_user_interface) implements an interactive user interface to interact with the pretrained LLM
\ No newline at end of file
+- [06_user_interface](06_user_interface) implements an interactive user interface to interact with the pretrained LLM
+
+
+
+
+
+
+
+
+[](https://www.youtube.com/watch?v=4yNswvhPWCQ)
\ No newline at end of file