rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							0f395921d7 
							
						 
					 
					
						
						
							
							remove unused function from user interface  
						
						 
						
						
						
						
					 
					
						2024-09-21 14:17:35 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							081676d8dd 
							
						 
					 
					
						
						
							
							Add missing bullet point  
						
						 
						
						
						
						
					 
					
						2024-09-21 12:59:12 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							2aa964765e 
							
						 
					 
					
						
						
							
							update gpt-2 paper url  
						
						 
						
						
						
						
					 
					
						2024-09-20 07:00:06 -07:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							92ad9570e4 
							
						 
					 
					
						
						
							
							Chainlit bonus material fixes ( #361 )  
						
						 
						
						... 
						
						
						
						* fix cmd
* moved idx to device
* improved code with clone().detach()
* fixed path
* fix: added extra line for pep8
* updated .gitginore
* Update ch05/06_user_interface/app_orig.py
* Update ch05/06_user_interface/app_own.py
* Apply suggestions from code review
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-09-18 08:08:50 -07:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							1bc560fb13 
							
						 
					 
					
						
						
							
							Add chatpgpt-like user interface ( #360 )  
						
						 
						
						... 
						
						
						
						* Add chatpgpt-like user interface
* fixes 
						
						
					 
					
						2024-09-17 08:26:44 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							53d61d8d94 
							
						 
					 
					
						
						
							
							update link checking  
						
						 
						
						
						
						
					 
					
						2024-09-15 08:16:23 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							79ba591fbc 
							
						 
					 
					
						
						
							
							Clarify API usage limits in bonus content  
						
						 
						
						
						
						
					 
					
						2024-09-15 08:05:04 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							a72b5079e3 
							
						 
					 
					
						
						
							
							improved .vscode setup instructions ( #353 )  
						
						 
						
						... 
						
						
						
						* improved .vscode project setup
* fixed spell check
* add missing 'p'
* Update README.md
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-09-15 07:43:43 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Jinge Wang 
							
						 
					 
					
						
						
						
						
							
						
						
							0dbc203f66 
							
						 
					 
					
						
						
							
							Fix 2 typos in 04_preferene-tuning-with-dpo ( #356 )  
						
						 
						
						
						
						
					 
					
						2024-09-15 07:36:22 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							adbcf8c7b6 
							
						 
					 
					
						
						
							
							update setup guide  
						
						 
						
						
						
						
					 
					
						2024-09-13 08:16:53 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Mingyuan Xu 
							
						 
					 
					
						
						
						
						
							
						
						
							21e6971b11 
							
						 
					 
					
						
						
							
							Run generate example in ch06 optionally on GPU ( #352 )  
						
						 
						
						... 
						
						
						
						* model.to("cuda")
model.to("cuda")
* update device placement
---------
Co-authored-by: rasbt <mail@sebastianraschka.com> 
						
						
					 
					
						2024-09-13 08:01:52 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							0da32f3976 
							
						 
					 
					
						
						
							
							Clarify extension instalation  
						
						 
						
						
						
						
					 
					
						2024-09-12 07:59:17 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							58f0872013 
							
						 
					 
					
						
						
							
							Simplify conda section  
						
						 
						
						
						
						
					 
					
						2024-09-11 21:17:59 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							3b9592830d 
							
						 
					 
					
						
						
							
							clarifications  
						
						 
						
						
						
						
					 
					
						2024-09-11 20:16:35 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							435f153dac 
							
						 
					 
					
						
						
							
							update title  
						
						 
						
						
						
						
					 
					
						2024-09-10 21:43:32 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							f6f9825098 
							
						 
					 
					
						
						
							
							reflection-tuning dataset generation ( #349 )  
						
						 
						
						
						
						
					 
					
						2024-09-10 21:42:12 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							f57088285b 
							
						 
					 
					
						
						
							
							update gpt-2 paper link  
						
						 
						
						
						
						
					 
					
						2024-09-09 06:31:28 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							e105df0ced 
							
						 
					 
					
						
						
							
							update gpt-2 paper link  
						
						 
						
						
						
						
					 
					
						2024-09-08 15:49:44 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							3cebcce639 
							
						 
					 
					
						
						
							
							minor spelling fix  
						
						 
						
						
						
						
					 
					
						2024-09-08 15:35:36 -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  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Gustavo Monti 
							
						 
					 
					
						
						
						
						
							
						
						
							190910e3d6 
							
						 
					 
					
						
						
							
							updating REAMDE from chapter 02 inclund 04_bonus section ( #344 )  
						
						 
						
						... 
						
						
						
						* updating REAMDE from chapter 02 inclund 04_bonus section
* Update ch02/README.md
---------
Co-authored-by: Gustavo Monti Rocha <gustavo.rocha@intelliway.com.br>
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-09-05 08:09:46 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							e8b29c886a 
							
						 
					 
					
						
						
							
							Revert nbviewer links  
						
						 
						
						
						
						
					 
					
						2024-09-05 08:09:33 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							be31eaf418 
							
						 
					 
					
						
						
							
							consistent header for appendix E  
						
						 
						
						
						
						
					 
					
						2024-08-30 08:08:01 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							de9ec16570 
							
						 
					 
					
						
						
							
							use nbviewer links ( #339 )  
						
						 
						
						
						
						
					 
					
						2024-08-29 09:09:10 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							ce80a192cd 
							
						 
					 
					
						
						
							
							refresh figures  
						
						 
						
						
						
						
					 
					
						2024-08-27 08:26:40 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Daniel Kleine 
							
						 
					 
					
						
						
						
						
							
						
						
							95926535f8 
							
						 
					 
					
						
						
							
							ch06/03 fixes ( #336 )  
						
						 
						
						... 
						
						
						
						* fixed bash commands
* fixed help docstrings
* added missing logreg bash cmd
* Update train_bert_hf.py
* Update train_bert_hf_spam.py
* Update README.md
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-27 08:23:25 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							8eb6fc0ad0 
							
						 
					 
					
						
						
							
							sklearn baseline and roberta-large update  
						
						 
						
						
						
						
					 
					
						2024-08-26 10:31:54 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								TITC 
							
						 
					 
					
						
						
						
						
							
						
						
							5acab58d41 
							
						 
					 
					
						
						
							
							add RoBERTa  and params frozen ( #335 )  
						
						 
						
						... 
						
						
						
						* add roberta experiment result
* add roberta & params frozen
* Update README.md
* modify lr
* modify lr
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-26 10:27:09 +02:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							12655594d5 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-08-24 07:22:18 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							296a91afb8 
							
						 
					 
					
						
						
							
							add BERT experiment results ( #333 )  
						
						 
						
						... 
						
						
						
						* add BERT experiment results
* cleanup
* formatting 
						
						
					 
					
						2024-08-23 08:40:40 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							7cbfe418bf 
							
						 
					 
					
						
						
							
							grammar fix  
						
						 
						
						
						
						
					 
					
						2024-08-21 19:16:21 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							092b5b5429 
							
						 
					 
					
						
						
							
							topk comment  
						
						 
						
						
						
						
					 
					
						2024-08-20 20:44:15 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							f4e45a3f40 
							
						 
					 
					
						
						
							
							add note about duplicated cell  
						
						 
						
						
						
						
					 
					
						2024-08-19 21:04:18 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							11e2f56af5 
							
						 
					 
					
						
						
							
							Note about MPS devices ( #329 )  
						
						 
						
						
						
						
					 
					
						2024-08-19 20:58:45 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							a82169290e 
							
						 
					 
					
						
						
							
							Note about MPS in ch06 and ch07 ( #325 )  
						
						 
						
						
						
						
					 
					
						2024-08-19 08:11:33 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							0991c1ff24 
							
						 
					 
					
						
						
							
							Note about ch05 mps support ( #324 )  
						
						 
						
						
						
						
					 
					
						2024-08-19 07:40:24 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							1a962f3983 
							
						 
					 
					
						
						
							
							update lora experiments  
						
						 
						
						
						
						
					 
					
						2024-08-16 08:57:46 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							742525cb28 
							
						 
					 
					
						
						
							
							remove redundant indentation  
						
						 
						
						
						
						
					 
					
						2024-08-16 07:54:02 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								TITC 
							
						 
					 
					
						
						
						
						
							
						
						
							70a7cddf9c 
							
						 
					 
					
						
						
							
							typo fix ( #323 )  
						
						 
						
						
						
						
					 
					
						2024-08-16 06:57:30 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								TITC 
							
						 
					 
					
						
						
						
						
							
						
						
							e1072bbcd6 
							
						 
					 
					
						
						
							
							typo fix ( #321 )  
						
						 
						
						... 
						
						
						
						* typo fix
experiment 5 is the same size as experiment 1, both are 124 Million. and experiment 6 is 355M ~3x 124M.
* typo fix
all layer FT vs all layer FT, "slightly worse by 1.3% " indicates it's exp 5 vs exp 9
* exp 5 vs 9
* Update ch06/02_bonus_additional-experiments/README.md
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-15 08:45:34 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							e4cfcc5b66 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-08-15 08:22:47 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								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  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							bb73efb5cf 
							
						 
					 
					
						
						
							
							Consistency update in README.md  
						
						 
						
						
						
						
					 
					
						2024-08-13 07:33:10 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								TITC 
							
						 
					 
					
						
						
						
						
							
						
						
							0b998dff97 
							
						 
					 
					
						
						
							
							track tokens seen in chapter5, track examples seen in chapter6 ( #319 )  
						
						 
						
						
						
						
					 
					
						2024-08-13 07:09:05 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								rasbt 
							
						 
					 
					
						
						
						
						
							
						
						
							6533ce63c1 
							
						 
					 
					
						
						
							
							fix code cell ordering  
						
						 
						
						
						
						
					 
					
						2024-08-12 19:04:05 -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  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Eric Thomson 
							
						 
					 
					
						
						
						
						
							
						
						
							b3d550bfd5 
							
						 
					 
					
						
						
							
							Adds .vscode folder to .gitignore ( #314 )  
						
						 
						
						... 
						
						
						
						* added .vscode folder to .gitignore
* Update .gitignore
---------
Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com> 
						
						
					 
					
						2024-08-12 07:49:11 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							f58c2b969b 
							
						 
					 
					
						
						
							
							update attention benchmarks ( #307 )  
						
						 
						
						
						
						
					 
					
						2024-08-10 09:44:11 -05:00  
					
					
						 
						
							
							
							 
						
					 
				 
			
				
					
						
							
							
								 
								Sebastian Raschka 
							
						 
					 
					
						
						
						
						
							
						
						
							8d79fb13b0 
							
						 
					 
					
						
						
							
							Update README.md  
						
						 
						
						
						
						
					 
					
						2024-08-10 07:54:51 -05:00