diff --git a/appendix-A/01_main-chapter-code/code-part2.ipynb b/appendix-A/01_main-chapter-code/code-part2.ipynb index 93c2c22..ce32269 100644 --- a/appendix-A/01_main-chapter-code/code-part2.ipynb +++ b/appendix-A/01_main-chapter-code/code-part2.ipynb @@ -4,10 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { diff --git a/appendix-A/01_main-chapter-code/exercise-solutions.ipynb b/appendix-A/01_main-chapter-code/exercise-solutions.ipynb index bcbdd1d..dfca73a 100644 --- a/appendix-A/01_main-chapter-code/exercise-solutions.ipynb +++ b/appendix-A/01_main-chapter-code/exercise-solutions.ipynb @@ -4,10 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { @@ -178,7 +187,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/appendix-D/01_main-chapter-code/appendix-D.ipynb b/appendix-D/01_main-chapter-code/appendix-D.ipynb index 15cf906..ff35f01 100644 --- a/appendix-D/01_main-chapter-code/appendix-D.ipynb +++ b/appendix-D/01_main-chapter-code/appendix-D.ipynb @@ -5,10 +5,19 @@ "id": "9a5936bd-af17-4a7e-a4d2-e910411708ea", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { diff --git a/ch02/01_main-chapter-code/ch02.ipynb b/ch02/01_main-chapter-code/ch02.ipynb index d91527b..c2569a1 100644 --- a/ch02/01_main-chapter-code/ch02.ipynb +++ b/ch02/01_main-chapter-code/ch02.ipynb @@ -5,10 +5,19 @@ "id": "d95f841a-63c9-41d4-aea1-496b3d2024dd", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { diff --git a/ch02/01_main-chapter-code/dataloader.ipynb b/ch02/01_main-chapter-code/dataloader.ipynb index 01069d1..5962ec9 100644 --- a/ch02/01_main-chapter-code/dataloader.ipynb +++ b/ch02/01_main-chapter-code/dataloader.ipynb @@ -5,10 +5,19 @@ "id": "6e2a4891-c257-4d6b-afb3-e8fef39d0437", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { diff --git a/ch02/01_main-chapter-code/exercise-solutions.ipynb b/ch02/01_main-chapter-code/exercise-solutions.ipynb index 5efd45e..350f3c0 100644 --- a/ch02/01_main-chapter-code/exercise-solutions.ipynb +++ b/ch02/01_main-chapter-code/exercise-solutions.ipynb @@ -5,10 +5,19 @@ "id": "99311e42-8467-458d-b918-632c8840b96f", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { @@ -377,7 +386,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.10" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb b/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb index 273404a..b5e154c 100644 --- a/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb +++ b/ch02/02_bonus_bytepair-encoder/compare-bpe-tiktoken.ipynb @@ -5,10 +5,19 @@ "id": "c503e5ef-6bb4-45c3-ac49-0e016cedd8d0", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { @@ -486,7 +495,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb index 036bbc4..4638188 100644 --- a/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb +++ b/ch02/03_bonus_embedding-vs-matmul/embeddings-and-linear-layers.ipynb @@ -1,5 +1,25 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "ec7488a4-2d2a-48eb-ad8c-534a2974154b", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" + ] + }, { "cell_type": "markdown", "id": "063850ab-22b0-4838-b53a-9bb11757d9d0", @@ -477,7 +497,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch02/04_bonus_dataloader-intuition/dataloader-intuition.ipynb b/ch02/04_bonus_dataloader-intuition/dataloader-intuition.ipynb index 20d92c3..0ae5e63 100644 --- a/ch02/04_bonus_dataloader-intuition/dataloader-intuition.ipynb +++ b/ch02/04_bonus_dataloader-intuition/dataloader-intuition.ipynb @@ -5,10 +5,19 @@ "id": "d95f841a-63c9-41d4-aea1-496b3d2024dd", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch03/01_main-chapter-code/ch03.ipynb b/ch03/01_main-chapter-code/ch03.ipynb index e3aa98a..eb68a77 100644 --- a/ch03/01_main-chapter-code/ch03.ipynb +++ b/ch03/01_main-chapter-code/ch03.ipynb @@ -5,10 +5,19 @@ "id": "1ae38945-39dd-45dc-ad4f-da7a4404241f", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { diff --git a/ch03/01_main-chapter-code/exercise-solutions.ipynb b/ch03/01_main-chapter-code/exercise-solutions.ipynb index fe27d33..3465a8f 100644 --- a/ch03/01_main-chapter-code/exercise-solutions.ipynb +++ b/ch03/01_main-chapter-code/exercise-solutions.ipynb @@ -5,10 +5,19 @@ "id": "78224549-3637-44b0-aed1-8ff889c65192", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { @@ -311,7 +320,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch03/01_main-chapter-code/multihead-attention.ipynb b/ch03/01_main-chapter-code/multihead-attention.ipynb index 51579b8..1748607 100644 --- a/ch03/01_main-chapter-code/multihead-attention.ipynb +++ b/ch03/01_main-chapter-code/multihead-attention.ipynb @@ -5,10 +5,19 @@ "id": "be16f748-e12a-44a9-ad2b-81e320efdac4", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
\n" ] }, { @@ -374,7 +383,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.10" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb b/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb index 95aa316..ce5a33e 100644 --- a/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb +++ b/ch03/02_bonus_efficient-multihead-attention/mha-implementations.ipynb @@ -5,10 +5,19 @@ "id": "e2e65c03-36d4-413f-9b23-5cdd816729ab", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch04/01_main-chapter-code/ch04.ipynb b/ch04/01_main-chapter-code/ch04.ipynb index 4fca3f5..fe34397 100644 --- a/ch04/01_main-chapter-code/ch04.ipynb +++ b/ch04/01_main-chapter-code/ch04.ipynb @@ -5,10 +5,19 @@ "id": "08f4321d-d32a-4a90-bfc7-e923f316b2f8", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch04/01_main-chapter-code/exercise-solutions.ipynb b/ch04/01_main-chapter-code/exercise-solutions.ipynb index d2dfa4a..6ba1b52 100644 --- a/ch04/01_main-chapter-code/exercise-solutions.ipynb +++ b/ch04/01_main-chapter-code/exercise-solutions.ipynb @@ -5,10 +5,19 @@ "id": "ba450fb1-8a26-4894-ab7a-5d7bfefe90ce", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch04/02_performance-analysis/flops-analysis.ipynb b/ch04/02_performance-analysis/flops-analysis.ipynb index 12447d8..e45cd7b 100644 --- a/ch04/02_performance-analysis/flops-analysis.ipynb +++ b/ch04/02_performance-analysis/flops-analysis.ipynb @@ -4,10 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch05/01_main-chapter-code/ch05.ipynb b/ch05/01_main-chapter-code/ch05.ipynb index 7b60435..8be9565 100644 --- a/ch05/01_main-chapter-code/ch05.ipynb +++ b/ch05/01_main-chapter-code/ch05.ipynb @@ -5,10 +5,19 @@ "id": "45398736-7e89-4263-89c8-92153baff553", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { @@ -2442,7 +2451,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch05/01_main-chapter-code/exercise-solutions.ipynb b/ch05/01_main-chapter-code/exercise-solutions.ipynb index a0cb70e..577ddf7 100644 --- a/ch05/01_main-chapter-code/exercise-solutions.ipynb +++ b/ch05/01_main-chapter-code/exercise-solutions.ipynb @@ -5,10 +5,19 @@ "id": "ba450fb1-8a26-4894-ab7a-5d7bfefe90ce", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch05/02_alternative_weight_loading/weight-loading-hf-transformers.ipynb b/ch05/02_alternative_weight_loading/weight-loading-hf-transformers.ipynb index c7b5285..414de40 100644 --- a/ch05/02_alternative_weight_loading/weight-loading-hf-transformers.ipynb +++ b/ch05/02_alternative_weight_loading/weight-loading-hf-transformers.ipynb @@ -5,10 +5,19 @@ "id": "6d6bc54f-2b16-4b0f-be69-957eed5d112f", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { @@ -304,7 +313,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch06/01_main-chapter-code/ch06.ipynb b/ch06/01_main-chapter-code/ch06.ipynb index c0cba26..01001de 100644 --- a/ch06/01_main-chapter-code/ch06.ipynb +++ b/ch06/01_main-chapter-code/ch06.ipynb @@ -7,10 +7,19 @@ "id": "c024bfa4-1a7a-4751-b5a1-827225a3478b" }, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { diff --git a/ch06/01_main-chapter-code/exercise-solutions.ipynb b/ch06/01_main-chapter-code/exercise-solutions.ipynb index 2130881..5d10ed5 100644 --- a/ch06/01_main-chapter-code/exercise-solutions.ipynb +++ b/ch06/01_main-chapter-code/exercise-solutions.ipynb @@ -5,10 +5,19 @@ "id": "ba450fb1-8a26-4894-ab7a-5d7bfefe90ce", "metadata": {}, "source": [ - "\n", - "Supplementary code for \"Build a Large Language Model From Scratch\": https://www.manning.com/books/build-a-large-language-model-from-scratch by Sebastian Raschka
\n", - "Code repository: https://github.com/rasbt/LLMs-from-scratch\n", - "" + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" ] }, { @@ -160,7 +169,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/ch06/03_bonus_imdb-classification/sklearn-baseline.ipynb b/ch06/03_bonus_imdb-classification/sklearn-baseline.ipynb index f24f5a3..9b00d04 100644 --- a/ch06/03_bonus_imdb-classification/sklearn-baseline.ipynb +++ b/ch06/03_bonus_imdb-classification/sklearn-baseline.ipynb @@ -1,5 +1,25 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "8968a681-2db1-4840-bb73-7d6c95986825", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "Supplementary code for the Build a Large Language Model From Scratch book by Sebastian Raschka
\n", + "
Code repository: https://github.com/rasbt/LLMs-from-scratch\n", + "\n", + "		\n", + "\n", + "
" + ] + }, { "cell_type": "markdown", "id": "8b6e1cdd-b14e-4368-bdbb-9bf7ab821791",