Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							d21d821412 
							
						 
					 
					
						
						
							
							Add chapter 3 coding along video link ( #572 )  
						
						 
						
						
						
						
					 
					
						2025-03-16 16:07:14 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							faadd13871 
							
						 
					 
					
						
						
							
							Update mha plot ( #560 )  
						
						 
						
						
						
						
					 
					
						2025-03-06 20:29:04 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Greg Gandenberger 
							
						 
					 
					
						
						
						
						
							
						
						
							80c95987c1 
							
						 
					 
					
						
						
							
							Add note about context_length ( #549 )  
						
						 
						
						... 
						
						
						
						* Add note about context_length
* update note
---------
Co-authored-by: rasbt <mail@sebastianraschka.com> 
						
						
					 
					
						2025-02-27 08:36:41 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							5016499d1d 
							
						 
					 
					
						
						
							
							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  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							5348565e0f 
							
						 
					 
					
						
						
							
							add dropout scaling note  
						
						 
						
						
						
						
					 
					
						2024-11-06 05:52:47 -06:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							0ed1e0d099 
							
						 
					 
					
						
						
							
							fixed typos ( #414 )  
						
						 
						
						... 
						
						
						
						* fixed typos
* fixed formatting
* Update ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb
* del weights after load into model
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-24 18:23:53 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							cba4f89514 
							
						 
					 
					
						
						
							
							updates for PyTorch 2.5 ( #408 )  
						
						 
						
						... 
						
						
						
						* updated Dockerfile
* updated MHA implementations for PT 2.5
* fixed typo
* update installation instruction
* Update setup/03_optional-docker-environment/.devcontainer/Dockerfile
---------
Co-authored-by: rasbt <mail@sebastianraschka.com> 
						
						
					 
					
						2024-10-22 20:23:31 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							6a9bedc2ec 
							
						 
					 
					
						
						
							
							Update bonus section formatting ( #400 )  
						
						 
						
						
						
						
					 
					
						2024-10-12 10:26:08 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							9674e62166 
							
						 
					 
					
						
						
							
							nbviewer links / typo ( #346 )  
						
						 
						
						... 
						
						
						
						* fixed typo
* removed remaining nbviewer links
* Update mha-implementations.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-09-07 07:27:28 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							9bb203b1b7 
							
						 
					 
					
						
						
							
							Einsum multi-head attention ( #345 )  
						
						 
						
						... 
						
						
						
						* Einsum multi-head attention
* update diff 
						
						
					 
					
						2024-09-05 18:24:33 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							bf1d8687f4 
							
						 
					 
					
						
						
							
							added std error bars ( #320 )  
						
						 
						
						... 
						
						
						
						* added std error bars
* fixed changes
* Update on A100
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-13 20:57:41 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Jeroen Van Goey 
							
						 
					 
					
						
						
						
						
							
						
						
							75abb61f13 
							
						 
					 
					
						
						
							
							Small typo fix ( #313 )  
						
						 
						
						... 
						
						
						
						* typo fix
* Update ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb
* Update ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb
* Update ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-12 07:54:12 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							f58c2b969b 
							
						 
					 
					
						
						
							
							update attention benchmarks ( #307 )  
						
						 
						
						
						
						
					 
					
						2024-08-10 09:44:11 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							6c2d34b03d 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-07-30 06:55:41 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							358717870b 
							
						 
					 
					
						
						
							
							add state_dict example  
						
						 
						
						
						
						
					 
					
						2024-07-28 14:15:32 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							1b86a61a2e 
							
						 
					 
					
						
						
							
							buffer tutorial  
						
						 
						
						
						
						
					 
					
						2024-07-27 17:06:16 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							3da0f18da7 
							
						 
					 
					
						
						
							
							update  
						
						 
						
						
						
						
					 
					
						2024-07-27 07:12:42 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							1e873d4cbc 
							
						 
					 
					
						
						
							
							Understanding PyTorch Buffers ( #288 )  
						
						 
						
						
						
						
					 
					
						2024-07-26 08:45:36 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							6dd8666d9c 
							
						 
					 
					
						
						
							
							Test code in pytorch 2.4 ( #285 )  
						
						 
						
						... 
						
						
						
						* test code in pytorch 2.4
* update 
						
						
					 
					
						2024-07-24 21:53:41 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Jeroen Van Goey 
							
						 
					 
					
						
						
						
						
							
						
						
							70cfced899 
							
						 
					 
					
						
						
							
							fix typos, add codespell pre-commit hook ( #264 )  
						
						 
						
						... 
						
						
						
						* fix typos, add codespell pre-commit hook
* Update .pre-commit-config.yaml
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-07-16 07:07:04 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							5e24a042c1 
							
						 
					 
					
						
						
							
							add links to summary sections  
						
						 
						
						
						
						
					 
					
						2024-06-29 07:33:26 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							01c4b8f645 
							
						 
					 
					
						
						
							
							add clarification about :num_tokens  
						
						 
						
						
						
						
					 
					
						2024-06-29 07:16:42 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							c1f9361428 
							
						 
					 
					
						
						
							
							add main and optional sections  
						
						 
						
						
						
						
					 
					
						2024-06-19 17:48:25 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							e2f0d936f8 
							
						 
					 
					
						
						
							
							update dotted line  
						
						 
						
						
						
						
					 
					
						2024-06-17 20:17:56 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							8fa64806fc 
							
						 
					 
					
						
						
							
							dim-consistency  
						
						 
						
						
						
						
					 
					
						2024-06-12 19:43:25 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							b2ff989174 
							
						 
					 
					
						
						
							
							distinguish better between main chapter code and bonus materials  
						
						 
						
						
						
						
					 
					
						2024-06-11 21:07:42 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							40ba3a4068 
							
						 
					 
					
						
						
							
							Remove leftover instances of self.tokenizer ( #201 )  
						
						 
						
						... 
						
						
						
						* Remove leftover instances of self.tokenizer
* add endoftext token 
						
						
					 
					
						2024-06-08 14:57:34 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							98d23751f7 
							
						 
					 
					
						
						
							
							Explain value truncation in some figures ( #199 )  
						
						 
						
						... 
						
						
						
						* clarify truncation
* typo fix 
						
						
					 
					
						2024-06-08 13:24:37 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							a6113fcd33 
							
						 
					 
					
						
						
							
							clarify truncation  
						
						 
						
						
						
						
					 
					
						2024-06-08 13:13:43 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							688df76bc0 
							
						 
					 
					
						
						
							
							Merge pull request  #184  from rasbt/api-key-approach  
						
						 
						
						... 
						
						
						
						Change API key retrieval approach 
						
						
					 
					
						2024-05-27 08:47:04 -04:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							c0f564ee87 
							
						 
					 
					
						
						
							
							update mha dim  
						
						 
						
						
						
						
					 
					
						2024-05-27 07:46:29 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							f86a929665 
							
						 
					 
					
						
						
							
							revert unnecessary changes  
						
						 
						
						
						
						
					 
					
						2024-05-27 07:37:06 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							134334ce21 
							
						 
					 
					
						
						
							
							Revert "Revert "newline""  
						
						 
						
						... 
						
						
						
						This reverts commit 6aa2a587d22105910bd6f07c6c79a5abf83a5eb6. 
						
						
					 
					
						2024-05-27 07:32:45 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							6aa2a587d2 
							
						 
					 
					
						
						
							
							Revert "newline"  
						
						 
						
						... 
						
						
						
						This reverts commit 9eeeb67329f6ee0ee562a716586722bf00d68bb8. 
						
						
					 
					
						2024-05-27 07:32:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							9eeeb67329 
							
						 
					 
					
						
						
							
							newline  
						
						 
						
						
						
						
					 
					
						2024-05-27 07:30:27 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							ec6e09136a 
							
						 
					 
					
						
						
							
							update pr  
						
						 
						
						
						
						
					 
					
						2024-05-26 15:38:35 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Kostyantyn Borysenko 
							
						 
					 
					
						
						
						
						
							
						
						
							18b5724e75 
							
						 
					 
					
						
						
							
							Fix an incorrect input dimension  
						
						 
						
						
						
						
					 
					
						2024-05-26 13:05:07 -07:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							fe8bb9291e 
							
						 
					 
					
						
						
							
							update formatting  
						
						 
						
						
						
						
					 
					
						2024-05-24 07:20:37 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							b8ba2c257a 
							
						 
					 
					
						
						
							
							make consistent with the latest production version  
						
						 
						
						
						
						
					 
					
						2024-05-18 12:08:39 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							5ae5e9df3b 
							
						 
					 
					
						
						
							
							Try windows runners ( #133 )  
						
						 
						
						... 
						
						
						
						* try windows runners
* update triggers
* trigger with code file update
* add new status badges 
						
						
					 
					
						2024-04-28 07:39:23 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							0528446584 
							
						 
					 
					
						
						
							
							Make code more consistent and add projection layer ( #131 )  
						
						 
						
						... 
						
						
						
						* Make code more consistent and add projection
* remove redundant buffer 
						
						
					 
					
						2024-04-26 17:13:08 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							b5878a80ff 
							
						 
					 
					
						
						
							
							Use dim=-1 for consistency ( #122 )  
						
						 
						
						
						
						
					 
					
						2024-04-18 05:56:23 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								James Holcombe 
							
						 
					 
					
						
						
						
						
							
						
						
							0b866c133f 
							
						 
					 
					
						
						
							
							Use instance tokenizer ( #116 )  
						
						 
						
						... 
						
						
						
						* Use instance tokenizer
* consistency updates
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-04-10 21:16:19 -04:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							c8cffefb6f 
							
						 
					 
					
						
						
							
							cleanup  
						
						 
						
						
						
						
					 
					
						2024-04-04 07:58:41 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							ccd7cebbb3 
							
						 
					 
					
						
						
							
							Rename variable to context_length to make it easier on readers ( #106 )  
						
						 
						
						... 
						
						
						
						* rename to context length
* fix spacing 
						
						
					 
					
						2024-04-04 07:27:41 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							21140b98d4 
							
						 
					 
					
						
						
							
							update notes  
						
						 
						
						
						
						
					 
					
						2024-04-02 18:27:13 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Intelligence-Manifesto 
							
						 
					 
					
						
						
						
						
							
						
						
							0b47dfc381 
							
						 
					 
					
						
						
							
							"Typographical error ( #104 )  
						
						 
						
						
						
						
					 
					
						2024-04-02 18:07:21 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							3ad442ee90 
							
						 
					 
					
						
						
							
							skip version cell  
						
						 
						
						
						
						
					 
					
						2024-03-28 08:23:33 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							cf39abac04 
							
						 
					 
					
						
						
							
							Add and link bonus material ( #84 )  
						
						 
						
						
						
						
					 
					
						2024-03-23 07:27:43 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							a2cd8436cb 
							
						 
					 
					
						
						
							
							Ch05 supplementary code ( #81 )  
						
						 
						
						
						
						
					 
					
						2024-03-19 09:26:26 -05:00