Tutorial restructure draft

README.md

@@ -17,9 +17,9 @@ To contribute to the tutorials please check out our [Contributing Guidelines](./
 
 ## Tutorials
 
-1. [Basic QA Pipeline](./tutorials/01_Basic_QA_Pipeline.ipynb)
-2. [Fine Tune a Model on Your Data](./tutorials/02_Finetune_a_model_on_your_data.ipynb)
-3. [Basic QA Pipeline Without Elasticsearch](./tutorials/03_Basic_QA_Pipeline_without_Elasticsearch.ipynb)
+1. [Build Your First Question Answering System](./tutorials/01_build_your_first_question_answering_system.ipynb)
+2. [Build a Scalable Question Answering System](./tutorials/02_build_a_scalable_question_answering_system.ipynb)
+3. [Fine-Tune a Reader](./tutorials/03_finetune_a_reader.ipynb)
 4. [FAQ Style QA](./tutorials/04_FAQ_style_QA.ipynb)
 5. [Evaluation](./tutorials/05_Evaluation.ipynb)
 6. [Better Retrieval via Embedding Retrieval](./tutorials/06_Better_Retrieval_via_Embedding_Retrieval.ipynb)
@@ -36,3 +36,4 @@ To contribute to the tutorials please check out our [Contributing Guidelines](./
 17. [Audio](./tutorials/17_Audio.ipynb)
 18. [Generative Pseudo Labeling](./tutorials/18_GPL.ipynb)
 19. [Text-to-Image search](./tutorials/19_Text_to_Image_search_pipeline_with_MultiModal_Retriever.ipynb)
+21. [Distill a Reader](./tutorials/04_distill_a_reader.ipynb)

index.toml

@@ -4,28 +4,28 @@ toc = true
 colab = "https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/"
 
 [[tutorial]]
-title = "Build Your First QA System"
+title = "Build Your First Question Answering System"
 description = "Get Started by creating a Retriever Reader pipeline."
 level = "beginner"
 weight = 10
-notebook = "01_Basic_QA_Pipeline.ipynb"
-aliases = ["first-qa-system"]
+notebook = "01_build_your_first_question_answering_system.ipynb"
+aliases = ["first-qa-system", "01_Basic_QA_Pipeline.ipynb"]
 
 [[tutorial]]
-title = "Fine-Tuning a Model on Your Own Data"
+title = "Build a Scalable Question Answering System"
+description = "Create a scalable Retriever-Reader pipeline with an Elasticsearch DocumentStore."
+level = "beginner"
+weight = 15
+notebook = "02_build_a_scalable_question_answering_system.ipynb"
+aliases = ["without-elasticsearch", "03_Basic_QA_Pipeline_without_Elasticsearch.ipynb", "scalable-qa-system"]
+
+[[tutorial]]
+title = "Fine-Tune a Reader"
 description = "Improve the performance of your Reader by performing fine-tuning."
 level = "intermediate"
 weight = 50
-notebook = "02_Finetune_a_model_on_your_data.ipynb"
-aliases = ["fine-tuning-a-model"]
-
-[[tutorial]]
-title = "Build a QA System Without Elasticsearch"
-description = "Create a Retriever Reader pipeline that requires no external database dependencies."
-level = "beginner"
-weight = 15
-notebook = "03_Basic_QA_Pipeline_without_Elasticsearch.ipynb"
-aliases = ["without-elasticsearch"]
+notebook = "03_finetune_a_reader.ipynb"
+aliases = ["fine-tuning-a-model", "02_Finetune_a_model_on_your_data.ipynb", "fine-tune-reader"]
 
 [[tutorial]]
 title = "Utilizing Existing FAQs for Question Answering"
@@ -153,4 +153,12 @@ description = "Use a MultiModalRetriever to build a cross-modal search pipeline.
 level = "intermediate"
 weight = 95
 notebook = "19_Text_to_Image_search_pipeline_with_MultiModal_Retriever.ipynb"
-aliases = ["multimodal"]
+aliases = ["multimodal"]
+
+[[tutorial]]
+title = "Distill a Reader"
+description = "Transfer a Reader's question answering ability to a smaller, more efficient model."
+level = "intermediate"
+weight = 115
+notebook = "21_distill_a_reader.ipynb"
+aliases = ["distill-reader"]