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Harvard-IACS · Oct 15, 2024 · 3f4b99d · 3f4b99d
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diff --git a/_modules/week-05.md b/_modules/week-05.md
@@ -3,11 +3,11 @@ title: Week 5 - Data, Advanced training workflows
 ---
 
 Oct 1
-: LLM fine tuning and LORA
+: LLM fine tuning and LORA - I
     : [Lecture 9](../assets/lectures/lecture9/L09-FineTuning.pdf)
 
 Oct 3
-: Model Optimization: Distillation, Quantization, Compression, and LORA
+: LLM fine tuning and LORA - II
     : [Lecture 10](../assets/lectures/lecture9/L09-FineTuning.pdf)
 
 
diff --git a/_modules/week-07.md b/_modules/week-07.md
@@ -1,9 +1,9 @@
 ---
-title: Week 7 - Advanced Training Workflows
+title: Week 7 - Model Compression and Distillation
 ---
 
 Oct 15
-: Advanced training workflows: experiment tracking (W&B), multi GPU, serverless training (Vertex AI), LLM fine tuning
+: Model Compression and Distillation
   : [Lecture 11](../assets/lectures/lecture11/L11_compression_techniques.pdf)
 
 Oct 17 

diff --git a/_site/assets/js/search-data.json b/_site/assets/js/search-data.json
@@ -274,7 +274,7 @@
   },"39": {
     "doc": "Schedule and Calendar",
     "title": "Week 5 - Data, Advanced training workflows",
-    "content": "Oct 1 LLM fine tuning and LORA Lecture 9 Oct 3 Model Optimization: Distillation, Quantization, Compression, and LORA Lecture 10 ",
+    "content": "Oct 1 LLM fine tuning and LORA - I Lecture 9 Oct 3 LLM fine tuning and LORA - II Lecture 10 ",
     "url": "/schedule/#week-5-data-advanced-training-workflows",
 
     "relUrl": "/schedule/#week-5-data-advanced-training-workflows"
@@ -287,11 +287,11 @@
     "relUrl": "/schedule/#week-6-project-week"
   },"41": {
     "doc": "Schedule and Calendar",
-    "title": "Week 7 - Advanced Training Workflows",
-    "content": "Oct 15 Advanced training workflows: experiment tracking (W&amp;B), multi GPU, serverless training (Vertex AI), LLM fine tuning Lecture 11 Oct 17 Model Deployment: Hosting, APIs, and Serving LLMs Lecture 12 M2 due 10/18 . ",
-    "url": "/schedule/#week-7-advanced-training-workflows",
+    "title": "Week 7 - Model Compression and Distillation",
+    "content": "Oct 15 Model Compression and Distillation Lecture 11 Oct 17 Model Deployment: Hosting, APIs, and Serving LLMs Lecture 12 M2 due 10/18 . ",
+    "url": "/schedule/#week-7-model-compression-and-distillation",
 
-    "relUrl": "/schedule/#week-7-advanced-training-workflows"
+    "relUrl": "/schedule/#week-7-model-compression-and-distillation"
   },"42": {
     "doc": "Schedule and Calendar",
     "title": "Week 8 - Guest Lecture,Model Deployment, Performance Monitoring",