├── .gitignore ├── LICENSE ├── README.md ├── images ├── amazon-badge.png ├── book_cover.jpg └── springer-badge.png └── tutorials ├── chapter2 ├── README.md ├── images │ └── pretraining_loss.png └── understanding_llms_and_pretraining.ipynb ├── chapter3 ├── tutorial1 │ ├── README.md │ ├── images │ │ ├── ner_learning_curve.png │ │ └── tc_learning_curve.png │ └── prompt_vs_pretrain_finetune_methods_in_text_classification_and_ner.ipynb └── tutorial2 │ ├── README.md │ ├── approaches_to_prompt_engineering.ipynb │ └── images │ ├── ch4tut_fig1.png │ ├── ch4tut_fig2.png │ └── ch4tut_fig3.png ├── chapter4 ├── README.md ├── images │ └── peft_tutorial_barchart.png └── parameter_efficient_fine_tuning.ipynb ├── chapter5 ├── README.md ├── images │ ├── rlhf-tutorial.png │ └── rlhf_curve.png └── making_a_language_model_more_helpful_with_rlhf.ipynb ├── chapter6 ├── README.md └── measuring_and_mitigating_bias.ipynb ├── chapter7 ├── README.md ├── building_your_own_retrieval_augmented_generation_system.ipynb └── openai_tos.zip ├── chapter8 ├── README.md ├── data │ └── tweetsumm-test.csv ├── images │ └── whylabs-monitoring.png └── preparing_models_for_production_deplotment.ipynb └── chapter9 ├── README.md ├── finetuning_multimodal_image_to_text_llms.ipynb └── images ├── baseball030.png ├── cricket2.png ├── football022.png ├── football029.png └── tug_of_war4.png /.gitignore: -------------------------------------------------------------------------------- 1 | # Ignore MacOS system files 2 | .DS_Store 3 | .ipynb_checkpoints 4 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/README.md -------------------------------------------------------------------------------- /images/amazon-badge.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/images/amazon-badge.png -------------------------------------------------------------------------------- /images/book_cover.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/images/book_cover.jpg -------------------------------------------------------------------------------- /images/springer-badge.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/images/springer-badge.png -------------------------------------------------------------------------------- /tutorials/chapter2/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter2/README.md -------------------------------------------------------------------------------- /tutorials/chapter2/images/pretraining_loss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter2/images/pretraining_loss.png -------------------------------------------------------------------------------- /tutorials/chapter2/understanding_llms_and_pretraining.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter2/understanding_llms_and_pretraining.ipynb -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial1/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial1/README.md -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial1/images/ner_learning_curve.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial1/images/ner_learning_curve.png -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial1/images/tc_learning_curve.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial1/images/tc_learning_curve.png -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial1/prompt_vs_pretrain_finetune_methods_in_text_classification_and_ner.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial1/prompt_vs_pretrain_finetune_methods_in_text_classification_and_ner.ipynb -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial2/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial2/README.md -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial2/approaches_to_prompt_engineering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial2/approaches_to_prompt_engineering.ipynb -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial2/images/ch4tut_fig1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial2/images/ch4tut_fig1.png -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial2/images/ch4tut_fig2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial2/images/ch4tut_fig2.png -------------------------------------------------------------------------------- /tutorials/chapter3/tutorial2/images/ch4tut_fig3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter3/tutorial2/images/ch4tut_fig3.png -------------------------------------------------------------------------------- /tutorials/chapter4/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter4/README.md -------------------------------------------------------------------------------- /tutorials/chapter4/images/peft_tutorial_barchart.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter4/images/peft_tutorial_barchart.png -------------------------------------------------------------------------------- /tutorials/chapter4/parameter_efficient_fine_tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter4/parameter_efficient_fine_tuning.ipynb -------------------------------------------------------------------------------- /tutorials/chapter5/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter5/README.md -------------------------------------------------------------------------------- /tutorials/chapter5/images/rlhf-tutorial.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter5/images/rlhf-tutorial.png -------------------------------------------------------------------------------- /tutorials/chapter5/images/rlhf_curve.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter5/images/rlhf_curve.png -------------------------------------------------------------------------------- /tutorials/chapter5/making_a_language_model_more_helpful_with_rlhf.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter5/making_a_language_model_more_helpful_with_rlhf.ipynb -------------------------------------------------------------------------------- /tutorials/chapter6/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter6/README.md -------------------------------------------------------------------------------- /tutorials/chapter6/measuring_and_mitigating_bias.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter6/measuring_and_mitigating_bias.ipynb -------------------------------------------------------------------------------- /tutorials/chapter7/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter7/README.md -------------------------------------------------------------------------------- /tutorials/chapter7/building_your_own_retrieval_augmented_generation_system.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter7/building_your_own_retrieval_augmented_generation_system.ipynb -------------------------------------------------------------------------------- /tutorials/chapter7/openai_tos.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter7/openai_tos.zip -------------------------------------------------------------------------------- /tutorials/chapter8/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter8/README.md -------------------------------------------------------------------------------- /tutorials/chapter8/data/tweetsumm-test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter8/data/tweetsumm-test.csv -------------------------------------------------------------------------------- /tutorials/chapter8/images/whylabs-monitoring.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter8/images/whylabs-monitoring.png -------------------------------------------------------------------------------- /tutorials/chapter8/preparing_models_for_production_deplotment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter8/preparing_models_for_production_deplotment.ipynb -------------------------------------------------------------------------------- /tutorials/chapter9/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/README.md -------------------------------------------------------------------------------- /tutorials/chapter9/finetuning_multimodal_image_to_text_llms.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/finetuning_multimodal_image_to_text_llms.ipynb -------------------------------------------------------------------------------- /tutorials/chapter9/images/baseball030.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/images/baseball030.png -------------------------------------------------------------------------------- /tutorials/chapter9/images/cricket2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/images/cricket2.png -------------------------------------------------------------------------------- /tutorials/chapter9/images/football022.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/images/football022.png -------------------------------------------------------------------------------- /tutorials/chapter9/images/football029.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/images/football029.png -------------------------------------------------------------------------------- /tutorials/chapter9/images/tug_of_war4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/springer-llms-deep-dive/llms-deep-dive-tutorials/HEAD/tutorials/chapter9/images/tug_of_war4.png --------------------------------------------------------------------------------