Update the eval tutorial (#318)

* update the eval tutorial

* correcting file name

* some structural changes

* add image

* fix typos

* Update index.toml

Co-authored-by: Bilge Yücel <[email protected]>

* resolving all comments

* installation update

---------

Co-authored-by: Bilge Yücel <[email protected]>

Author: TuanaCelik

README.md

@@ -42,7 +42,7 @@ Haystack 2.0
 | [Better Retrieval via Embedding Retrieval](./tutorials/06_Better_Retrieval_via_Embedding_Retrieval.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/06_Better_Retrieval_via_Embedding_Retrieval.ipynb)                | [Classifying Documents & Queries by Language](./tutorials/32_Classifying_Documents_and_Queries_by_Language.ipynb)| [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/32_Classifying_Documents_and_Queries_by_Language.ipynb)|
 | [[OUTDATED] RAG Generator](./tutorials/07_RAG_Generator.ipynb)                                            | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/07_RAG_Generator.ipynb)                                           | [Creating a Hybrid Retrieval Pipeline](./tutorials/33_Hybrid_Retrieval.ipynb)                                    | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/33_Hybrid_Retrieval.ipynb)                       |
 | [Preprocessing](./tutorials/08_Preprocessing.ipynb)                                                       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/08_Preprocessing.ipynb)                                           | [Build an Extractive QA Pipeline](./tutorials/34_Extractive_QA_Pipeline.ipynb)                                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/34_Extractive_QA_Pipeline.ipynb)                 |
-| [DPR Training](./tutorials/09_DPR_training.ipynb)                                                         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/09_DPR_training.ipynb)                                            | [Model-Based Evaluation of RAG Pipelines](./tutorials/35_Model_Based_Evaluation_of_RAG_Pipelines.ipynb)          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/35_Model_Based_Evaluation_of_RAG_Pipelines.ipynb)|
+| [DPR Training](./tutorials/09_DPR_training.ipynb)                                                         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/09_DPR_training.ipynb)                                            | [Evaluating RAG Pipelines](./tutorials/35_Evaluating_RAG_Pipelines.ipynb)          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/35_Evaluating_RAG_Pipelines.ipynb)|
 | [[OUTDATED] Knowledge Graph](./tutorials/10_Knowledge_Graph.ipynb)                                        | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/10_Knowledge_Graph.ipynb)                                         | [Building Pipelines with Conditional Routing](./tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb)  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/36_Building_Fallbacks_with_Conditional_Routing.ipynb)|
 | [Pipelines](./tutorials/11_Pipelines.ipynb)                                                               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/11_Pipelines.ipynb)                                               | [Simplifying Pipeline Inputs with Multiplexer](./tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb)| [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb)|
 | [[OUTDATED] Seq2SeqGenerator](./tutorials/12_LFQA.ipynb)                                                  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/12_LFQA.ipynb)                                                    | [Embedding Metadata for Improved Retrieval](./tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb)      | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb)|

index.toml

@@ -377,12 +377,12 @@ haystack_2 = true
 dependencies = ["accelerate", "sentence-transformers", "datasets"]
 
 [[tutorial]]
-title = "Model-Based Evaluation of RAG Pipelines"
-description = "Learn how to evaluate your RAG pipelines using some of the model-based evaluation frameworkes integerated into Haystack"
+title = "Evaluating RAG Pipelines"
+description = "Learn how to evaluate your RAG pipelines using statistical and model-based evaluation metrics"
 level = "intermediate"
 weight = 77
-notebook = "35_Model_Based_Evaluation_of_RAG_Pipelines.ipynb"
-aliases = []
+notebook = "35_Evaluating_RAG_Pipelines.ipynb"
+aliases = ["35_Model_Based_Evaluation_of_RAG_Pipelines"]
 completion_time = "15 min"
 created_at = 2024-02-12
 haystack_2 = true