Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c21bfe4a23 
							
						 
					 
					
						
						
							
							Add PyPI package ( #576 )  
						
						... 
						
						
						
						* Add PyPI package
* fixes
* fixes 
						
						
					 
					
						2025-03-23 19:28:49 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							54474fb452 
							
						 
					 
					
						
						
							
							Better instruction eva prompt ( #571 )  
						
						
						
						
					 
					
						2025-03-15 17:13:15 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							86b714a5e0 
							
						 
					 
					
						
						
							
							Specify UTF-8 encoding in the json load command explicitely ( #557 )  
						
						
						
						
					 
					
						2025-03-05 11:46:21 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a08d7aaa84 
							
						 
					 
					
						
						
							
							Uv workflow improvements ( #531 )  
						
						... 
						
						
						
						* Uv workflow improvements
* Uv workflow improvements
* linter improvements
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* pytproject.toml fixes
* windows fixes
* windows fixes
* windows fixes
* windows fixes
* windows fixes
* windows fixes
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix
* win32 fix 
						
						
					 
					
						2025-02-16 13:16:51 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a6cc574605 
							
						 
					 
					
						
						
							
							Upgrade to NumPy 2.0 ( #520 )  
						
						... 
						
						
						
						* Upgrade to NumPy 2.0
* bump pytorch
* bump pytorch
* bump pytorch
* bump pytorch
* bump pytorch
* update
* update packages 
						
						
					 
					
						2025-02-09 06:21:58 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							9daa7e7511 
							
						 
					 
					
						
						
							
							Fix default argument in ex 7.2 ( #506 )  
						
						
						
						
					 
					
						2025-01-25 10:46:48 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							fd8d77a79d 
							
						 
					 
					
						
						
							
							A few cosmetic updates ( #504 )  
						
						
						
						
					 
					
						2025-01-23 09:38:55 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a22d612be6 
							
						 
					 
					
						
						
							
							Bonus material: extending tokenizers ( #496 )  
						
						... 
						
						
						
						* Bonus material: extending tokenizers
* small wording update 
						
						
					 
					
						2025-01-22 09:26:54 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							2d7ca7ee4b 
							
						 
					 
					
						
						
							
							fix ch07 unit test ( #470 )  
						
						
						
						
					 
					
						2025-01-05 17:40:57 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							701090815e 
							
						 
					 
					
						
						
							
							Add backup URL for gpt2 weights ( #469 )  
						
						... 
						
						
						
						* Add backup URL for gpt2 weights
* newline 
						
						
					 
					
						2025-01-05 11:28:09 -06:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							f4ed263847 
							
						 
					 
					
						
						
							
							Add "What's next" section ( #432 )  
						
						... 
						
						
						
						* Add What's next section
* Delete appendix-D/01_main-chapter-code/appendix-D-Copy2.ipynb
* Delete ch03/01_main-chapter-code/ch03-Copy1.ipynb
* Delete appendix-D/01_main-chapter-code/appendix-D-Copy1.ipynb
* Update ch07.ipynb
* Update ch07.ipynb 
						
						
					 
					
						2024-11-07 20:12:59 -06:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							3760adbd3d 
							
						 
					 
					
						
						
							
							refresh figures  
						
						
						
						
					 
					
						2024-08-27 08:26:40 +02:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c443035d56 
							
						 
					 
					
						
						
							
							Note about MPS in ch06 and ch07 ( #325 )  
						
						
						
						
					 
					
						2024-08-19 08:11:33 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							26df0c474c 
							
						 
					 
					
						
						
							
							note about logistic sigmoid  
						
						
						
						
					 
					
						2024-08-06 19:48:06 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8318d1f002 
							
						 
					 
					
						
						
							
							minor DPO fixes ( #298 )  
						
						... 
						
						
						
						* fixed issues, updated .gitignore
* added closing paren
* fixed CEL spelling
* fixed more minor issues
* Update ch07/01_main-chapter-code/ch07.ipynb
* Update ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb
* Update ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb
* Update ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-05 08:40:46 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							a7869ad2bf 
							
						 
					 
					
						
						
							
							Fix 8-billion-parameter spelling  
						
						
						
						
					 
					
						2024-07-28 10:48:56 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							9eb2e2a5f6 
							
						 
					 
					
						
						
							
							update figure caption  
						
						
						
						
					 
					
						2024-07-27 13:30:18 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							08040f024c 
							
						 
					 
					
						
						
							
							Test code in pytorch 2.4 ( #285 )  
						
						... 
						
						
						
						* test code in pytorch 2.4
* update 
						
						
					 
					
						2024-07-24 21:53:41 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							46fcde15d8 
							
						 
					 
					
						
						
							
							use utf-8 encoding in json  
						
						
						
						
					 
					
						2024-07-22 07:01:54 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8d02cb1cee 
							
						 
					 
					
						
						
							
							Add download help message ( #274 )  
						
						
						
						
					 
					
						2024-07-19 08:29:29 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							be14f06442 
							
						 
					 
					
						
						
							
							explain extra padding token  
						
						
						
						
					 
					
						2024-07-17 07:38:25 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							e0148f6ecc 
							
						 
					 
					
						
						
							
							break long lines in ch07 ( #263 )  
						
						
						
						
					 
					
						2024-07-13 07:26:23 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							4f0a107692 
							
						 
					 
					
						
						
							
							show how to use the finetuned model  
						
						
						
						
					 
					
						2024-07-09 06:43:26 -07:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							90b25ece3d 
							
						 
					 
					
						
						
							
							fixed spelling typos ( #258 )  
						
						
						
						
					 
					
						2024-07-03 07:47:33 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							f6bcdd37bd 
							
						 
					 
					
						
						
							
							Fix links in summary sections ( #254 )  
						
						
						
						
					 
					
						2024-06-29 07:51:31 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							31806828d0 
							
						 
					 
					
						
						
							
							add links to summary sections  
						
						
						
						
					 
					
						2024-06-29 07:33:26 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							1e69c8e0b5 
							
						 
					 
					
						
						
							
							fixed minor issues ( #252 )  
						
						... 
						
						
						
						* fixed typo
* fixed var name in md text 
						
						
					 
					
						2024-06-29 06:38:25 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							e296e8f6be 
							
						 
					 
					
						
						
							
							Use deterministic ollama settings ( #250 )  
						
						... 
						
						
						
						* deterministic ollama settings
* add missing file 
						
						
					 
					
						2024-06-27 07:16:48 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							81c843bdc0 
							
						 
					 
					
						
						
							
							minor fixes ( #246 )  
						
						... 
						
						
						
						* removed duplicated white spaces
* Update ch07/01_main-chapter-code/ch07.ipynb
* Update ch07/05_dataset-generation/llama3-ollama.ipynb
* removed duplicated white spaces
* fixed title again
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-06-25 17:30:30 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							0734570b28 
							
						 
					 
					
						
						
							
							refresh figures  
						
						
						
						
					 
					
						2024-06-23 10:41:29 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							4c69df6070 
							
						 
					 
					
						
						
							
							removes redundent figsize code ( #244 )  
						
						
						
						
					 
					
						2024-06-23 09:24:07 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							cf0df54d7d 
							
						 
					 
					
						
						
							
							Show epochs as integers on x-axis ( #241 )  
						
						... 
						
						
						
						* Show epochs as integers on x-axis
* Update ch07/01_main-chapter-code/previous_chapters.py
* remove extra s
* modify exercise plots
* update chapter 7 plot
* resave ch07 for better file diff 
						
						
					 
					
						2024-06-23 07:41:25 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							51ca343e83 
							
						 
					 
					
						
						
							
							fixed typo ( #243 )  
						
						... 
						
						
						
						* fixed copy-paste typo
* Update ch07/01_main-chapter-code/ch07.ipynb
* Update ch07/01_main-chapter-code/ch07.ipynb
* Update ch07/01_main-chapter-code/ch07.ipynb
* Update ch07/01_main-chapter-code/ch07.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-06-23 07:11:04 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							3ac363d005 
							
						 
					 
					
						
						
							
							updated .gitignore for ch07/01 artefacts ( #242 )  
						
						... 
						
						
						
						* fixed markdown
* removed redundant imports
* updated .gitignore for ch07/01 artefacts 
						
						
					 
					
						2024-06-22 18:12:01 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							523a3b9bb4 
							
						 
					 
					
						
						
							
							spelling fix  
						
						
						
						
					 
					
						2024-06-22 12:22:21 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c21b9937e9 
							
						 
					 
					
						
						
							
							simplify  
						
						
						
						
					 
					
						2024-06-22 11:10:05 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							72f46297d9 
							
						 
					 
					
						
						
							
							Exercise solution for LoRA instruction finetuning ( #240 )  
						
						
						
						
					 
					
						2024-06-22 10:05:32 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							ec5baa1f33 
							
						 
					 
					
						
						
							
							Add CI tests for chapter 7 ( #239 )  
						
						
						
						
					 
					
						2024-06-22 08:57:18 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							b90c7ad2d6 
							
						 
					 
					
						
						
							
							Exercise solutions ( #237 )  
						
						
						
						
					 
					
						2024-06-22 08:30:45 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							4c2b503785 
							
						 
					 
					
						
						
							
							update  
						
						
						
						
					 
					
						2024-06-21 06:31:31 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							6c0dc2362b 
							
						 
					 
					
						
						
							
							Add standalone finetuning and evaluation scripts for chapter 7 ( #234 )  
						
						... 
						
						
						
						* add finetuning and eval scripts
* update link
* update links
* fix link 
						
						
					 
					
						2024-06-21 05:23:24 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8ccca3a882 
							
						 
					 
					
						
						
							
							Add standalone instruction finetuning script ( #233 )  
						
						
						
						
					 
					
						2024-06-20 07:37:47 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							c595f3da3f 
							
						 
					 
					
						
						
							
							example code to use the finetuned model  
						
						
						
						
					 
					
						2024-06-19 20:21:14 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8773981de0 
							
						 
					 
					
						
						
							
							consistency  
						
						
						
						
					 
					
						2024-06-19 19:47:31 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							283397aaf2 
							
						 
					 
					
						
						
							
							add main and optional sections  
						
						
						
						
					 
					
						2024-06-19 17:48:25 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							bbb2a0c3d5 
							
						 
					 
					
						
						
							
							fixed num_workers ( #229 )  
						
						... 
						
						
						
						* fixed num_workers
* ch06 & ch07: added num_workers to create_dataloader_v1 
						
						
					 
					
						2024-06-19 17:36:46 -05:00 
						 
				 
			
				
					
						
							
							
								Daniel Kleine 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							44cda14494 
							
						 
					 
					
						
						
							
							minor: fixed API name ( #227 )  
						
						... 
						
						
						
						* fixed api name
* Update ch07/01_main-chapter-code/ch07.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-06-19 07:09:32 -05:00 
						 
				 
			
				
					
						
							
							
								Jinge Wang 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							8d43b4bfea 
							
						 
					 
					
						
						
							
							Fix some typos in ch07.ipynb ( #224 )  
						
						... 
						
						
						
						* Fixed some typos in ch06.ipynb
* Fix some typos in ch07.ipynb 
						
						
					 
					
						2024-06-19 06:14:25 -05:00 
						 
				 
			
				
					
						
							
							
								Sebastian Raschka 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							1ba1bb4c77 
							
						 
					 
					
						
						
							
							add mps runtime ( #223 )  
						
						
						
						
					 
					
						2024-06-18 20:58:59 -05:00 
						 
				 
			
				
					
						
							
							
								rasbt 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							7b2174b115 
							
						 
					 
					
						
						
							
							formating updates  
						
						
						
						
					 
					
						2024-06-17 07:40:04 -05:00