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https://github.com/deepset-ai/haystack-tutorials
Here you can find all the Tutorials for Haystack 📓
https://github.com/deepset-ai/haystack-tutorials
generative-qa haystack llm nlp semantic-search text-generation tutorials
Last synced: about 4 hours ago
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Here you can find all the Tutorials for Haystack 📓
- Host: GitHub
- URL: https://github.com/deepset-ai/haystack-tutorials
- Owner: deepset-ai
- License: apache-2.0
- Created: 2022-09-06T13:08:18.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2024-10-21T12:53:13.000Z (23 days ago)
- Last Synced: 2024-11-06T02:12:45.487Z (7 days ago)
- Topics: generative-qa, haystack, llm, nlp, semantic-search, text-generation, tutorials
- Language: Jupyter Notebook
- Homepage: https://haystack.deepset.ai/tutorials
- Size: 4.24 MB
- Stars: 271
- Watchers: 15
- Forks: 92
- Open Issues: 7
-
Metadata Files:
- Readme: README.md
- Contributing: Contributing.md
- License: LICENSE
- Code of conduct: code_of_conduct.txt
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README
# Haystack Tutorials
[**Haystack**](https://github.com/deepset-ai/haystack) is an open source framework by [**deepset**](https://deepset.ai) for building production-ready **LLM applications**, **retrieval-augmented generative pipelines** and **state-of-the-art search systems** that work intelligently over large document collections. It lets you quickly try out the latest models in natural language processing (NLP) while being flexible and easy to use.
This is the repository where we keep all the Haystack tutorials 📓 👇 These tutorials are also published to the [Haystack Website](https://haystack.deepset.ai/tutorials/).
To contribute to the tutorials, please check out our [Contributing Guidelines](./Contributing.md).
[](https://github.com/deepset-ai/haystack-tutorials/actions/workflows/nightly.yml)
[](https://github.com/deepset-ai/haystack-tutorials/actions/workflows/publish_tutorials.yml)
## Tutorials
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Haystack 1.x
![]()
Haystack 2.0
| Code | Colab | Code | Colab |
| :-------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| [Build Your First Question Answering System](./tutorials/01_Basic_QA_Pipeline.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/01_Basic_QA_Pipeline.ipynb) | [Your First QA Pipeline with Retrieval-Augmentation](./tutorials/27_First_RAG_Pipeline.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/27_First_RAG_Pipeline.ipynb) |
| [Fine Tune a Model on Your Data](./tutorials/02_Finetune_a_model_on_your_data.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/02_Finetune_a_model_on_your_data.ipynb) | [Generating Structured Output with Loop-Based Auto-Correction](./tutorials/28_Structured_Output_With_Loop.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/28_Structured_Output_With_Loop.ipynb) |
| [Build a Scalable Question Answering System](./tutorials/03_Scalable_QA_System.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/03_Scalable_QA_System.ipynb) | [Serializing Pipelines](./tutorials/29_Serializing_Pipelines.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/29_Serializing_Pipelines.ipynb) |
| [FAQ Style QA](./tutorials/04_FAQ_style_QA.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/04_FAQ_style_QA.ipynb) | [Preprocessing Different File Types](./tutorials/30_File_Type_Preprocessing_Index_Pipeline.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/30_File_Type_Preprocessing_Index_Pipeline.ipynb) |
| [Evaluation](./tutorials/05_Evaluation.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/05_Evaluation.ipynb) | [Metadata Filtering](./tutorials/31_Metadata_Filtering.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/31_Metadata_Filtering.ipynb) |
| [Better Retrieval via Embedding Retrieval](./tutorials/06_Better_Retrieval_via_Embedding_Retrieval.ipynb) | [](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)| [](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) | [](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) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/33_Hybrid_Retrieval.ipynb) |
| [Preprocessing](./tutorials/08_Preprocessing.ipynb) | [](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) | [](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) | [](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) | [](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) | [](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) | [](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) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/11_Pipelines.ipynb) | [[OUTDATED] Simplifying Pipeline Inputs with Multiplexer](./tutorials/37_Simplifying_Pipeline_Inputs_with_Multiplexer.ipynb)| [](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) | [](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) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/39_Embedding_Metadata_for_Improved_Retrieval.ipynb)|
| [Question Generation](./tutorials/13_Question_generation.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/13_Question_generation.ipynb) | [Building a Chat Application with Function Calling](./tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb)| [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/40_Building_Chat_Application_with_Function_Calling.ipynb)|
| [Query Classifier](./tutorials/14_Query_Classifier.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/14_Query_Classifier.ipynb) | [Query Classification with TransformersTextRouter](./tutorials/41_Query_Classification_with_TransformersTextRouter_and_TransformersZeroShotTextRouter.ipynb)| [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/41_Query_Classification_with_TransformersTextRouter_and_TransformersZeroShotTextRouter.ipynb) |
| [Table QA](./tutorials/15_TableQA.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/15_TableQA.ipynb) | [Retrieving a Context Window Around a Sentence](./tutorials/42_Sentence_Window_Retriever.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/42_Sentence_Window_Retriever.ipynb) | |
| [Document Classifier at Index Time](./tutorials/16_Document_Classifier_at_Index_Time.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/16_Document_Classifier_at_Index_Time.ipynb) | | |
| [Make Your QA Pipelines Talk!](./tutorials/17_Audio.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/17_Audio.ipynb) | | |
| [Generative Pseudo Labeling](./tutorials/18_GPL.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/18_GPL.ipynb) | | |
| [Text-to-Image search](./tutorials/19_Text_to_Image_search_pipeline_with_MultiModal_Retriever.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/19_Text_to_Image_search_pipeline_with_MultiModal_Retriever.ipynb) | | |
| [Using Haystack with REST API](./tutorials/20_Using_Haystack_with_REST_API.ipynb) | 
| | |
| [Customizing PromptNode](./tutorials/21_Customizing_PromptNode.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/21_Customizing_PromptNode.ipynb) | | |
| [Generative QA Pipeline with Retrieval-Augmentation](./tutorials/22_Pipeline_with_PromptNode.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/22_Pipeline_with_PromptNode.ipynb) | | |
| [Answering Complex Questions with Agents](./tutorials/23_Answering_Multihop_Questions_with_Agents.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/23_Answering_Multihop_Questions_with_Agents.ipynb) | | |
| [Building a Conversational Chat App](./tutorials/24_Building_Chat_App.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/24_Building_Chat_App.ipynb) | | |
| [Customizing Agent to Chat with Your Documents](./tutorials/25_Customizing_Agent.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/25_Customizing_Agent.ipynb) | | |
| [Creating a Hybrid Retrieval Pipeline](./tutorials/26_Hybrid_Retrieval.ipynb) | [](https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/26_Hybrid_Retrieval.ipynb) | | |