@@ -3,296 +3,6 @@ layout = "tutorial"
33toc = true
44colab = " https://colab.research.google.com/github/deepset-ai/haystack-tutorials/blob/main/tutorials/"
55
6- [[tutorial ]]
7- title = " Build Your First Question Answering System"
8- description = " Get Started by creating a Retriever Reader pipeline."
9- level = " beginner"
10- weight = 10
11- notebook = " 01_Basic_QA_Pipeline.ipynb"
12- aliases = [
13- " first-qa-system" ,
14- " without-elasticsearch" ,
15- " 03_basic_qa_pipeline_without_elasticsearch" ,
16- ]
17- completion_time = " 15 min"
18- created_at = 2023-01-11
19- hidden = true
20-
21- [[tutorial ]]
22- title = " Fine-Tuning a Model on Your Own Data"
23- description = " Improve the performance of your Reader by performing fine-tuning."
24- level = " intermediate"
25- weight = 50
26- notebook = " 02_Finetune_a_model_on_your_data.ipynb"
27- aliases = [" fine-tuning-a-model" ]
28- created_at = 2021-08-12
29- completion_time = " 15 min"
30- needs_gpu = true
31- hidden = true
32-
33- [[tutorial ]]
34- title = " Build a Scalable Question Answering System"
35- description = " Create a scalable Retriever Reader pipeline that uses an ElasticsearchDocumentStore."
36- level = " beginner"
37- weight = 15
38- notebook = " 03_Scalable_QA_System.ipynb"
39- aliases = []
40- completion_time = " 20 min"
41- created_at = 2023-01-11
42- hidden = true
43-
44- [[tutorial ]]
45- title = " Utilizing Existing FAQs for Question Answering"
46- description = " Create a smarter way to answer new questions using your existing FAQ documents."
47- level = " beginner"
48- weight = 20
49- notebook = " 04_FAQ_style_QA.ipynb"
50- aliases = [" existing-faqs" ]
51- created_at = 2021-08-12
52- hidden = true
53-
54- [[tutorial ]]
55- title = " Evaluation of a QA System"
56- description = " Learn how to evaluate the performance of individual nodes as well as entire pipelines."
57- level = " advanced"
58- weight = 105
59- notebook = " 05_Evaluation.ipynb"
60- aliases = [" evaluation" ]
61- created_at = 2021-08-12
62- hidden = true
63-
64- [[tutorial ]]
65- title = " Better Retrieval with Embedding Retrieval"
66- description = " Use Transformer based dense Retrievers to improve your system’s performance."
67- level = " intermediate"
68- weight = 55
69- notebook = " 06_Better_Retrieval_via_Embedding_Retrieval.ipynb"
70- aliases = [" embedding-retrieval" ]
71- created_at = 2022-03-08
72- hidden = true
73-
74- [[tutorial ]]
75- title = " Generative QA with RAGenerator"
76- description = " Try out a generative model in place of the extractive Reader."
77- level = " intermediate"
78- weight = 60
79- notebook = " 07_RAG_Generator.ipynb"
80- aliases = []
81- created_at = 2021-08-12
82- haystack_version = " 1.17.2"
83- hidden = true
84- sitemap_exclude = true
85-
86- [[tutorial ]]
87- title = " Preprocessing Your Documents"
88- description = " Start converting, cleaning, and splitting Documents using Haystack’s preprocessing capabilities."
89- level = " beginner"
90- weight = 25
91- notebook = " 08_Preprocessing.ipynb"
92- aliases = [" preprocessing" ]
93- created_at = 2021-08-12
94- hidden = true
95-
96- [[tutorial ]]
97- title = " Training Your Own Dense Passage Retrieval Model"
98- description = " Learn about training a Dense Passage Retrieval model and the data needed to do so."
99- level = " advanced"
100- weight = 110
101- notebook = " 09_DPR_training.ipynb"
102- aliases = [" train-dpr" ]
103- created_at = 2021-08-12
104- needs_gpu = true
105- hidden = true
106-
107- [[tutorial ]]
108- title = " Question Answering on a Knowledge Graph"
109- description = " Experiment with a question answering system that draws upon knowledge graph.h"
110- level = " advanced"
111- weight = 120
112- notebook = " 10_Knowledge_Graph.ipynb"
113- aliases = [" knowledge-graph" ]
114- created_at = 2021-08-12
115- haystack_version = " 1.16.1"
116- hidden = true
117- sitemap_exclude = true
118-
119- [[tutorial ]]
120- title = " How to Use Pipelines"
121- description = " Learn about the many ways which you can route queries through the nodes in a pipeline."
122- level = " beginner"
123- weight = 40
124- notebook = " 11_Pipelines.ipynb"
125- aliases = [" pipelines" ]
126- created_at = 2021-08-12
127- hidden = true
128-
129- [[tutorial ]]
130- title = " Generative QA with Seq2SeqGenerator"
131- description = " Try out a generative model in place of the extractive Reader."
132- level = " intermediate"
133- weight = 70
134- notebook = " 12_LFQA.ipynb"
135- aliases = [" lfqa" ]
136- created_at = 2021-08-12
137- haystack_version = " 1.17.2"
138- hidden = true
139- sitemap_exclude = true
140-
141- [[tutorial ]]
142- title = " Question Generation"
143- description = " Generate a set of questions that can be answered by a given Document."
144- level = " intermediate"
145- weight = 75
146- notebook = " 13_Question_generation.ipynb"
147- aliases = [" question-generation" ]
148- created_at = 2021-08-12
149- needs_gpu = true
150- hidden = true
151-
152- [[tutorial ]]
153- title = " Query Classifier"
154- description = " Classify incoming queries so that they can be routed to the nodes that are best at handling them."
155- level = " intermediate"
156- weight = 80
157- notebook = " 14_Query_Classifier.ipynb"
158- aliases = [" query-classifier" ]
159- created_at = 2021-08-12
160- hidden = true
161-
162- [[tutorial ]]
163- title = " Open-Domain QA on Tables"
164- description = " Perform question answering on tabular data."
165- level = " advanced"
166- weight = 130
167- notebook = " 15_TableQA.ipynb"
168- aliases = [" table-qa" ]
169- created_at = 2021-08-12
170- hidden = true
171-
172- [[tutorial ]]
173- title = " Document Classification at Index Time"
174- description = " Generate and attach classification labels to your Documents when indexing."
175- level = " intermediate"
176- weight = 85
177- notebook = " 16_Document_Classifier_at_Index_Time.ipynb"
178- aliases = [" doc-class-index" ]
179- created_at = 2021-08-12
180- hidden = true
181-
182- [[tutorial ]]
183- title = " Make Your QA Pipelines Talk!"
184- description = " Convert text Answers into speech."
185- level = " intermediate"
186- weight = 90
187- notebook = " 17_Audio.ipynb"
188- aliases = [" audio" ]
189- created_at = 2022-06-07
190- hidden = true
191- sitemap_exclude = true
192-
193- [[tutorial ]]
194- title = " Generative Pseudo Labeling for Domain Adaptation"
195- description = " Use a Retriever and a query generator to perform unsupervised domain adaptation."
196- level = " advanced"
197- weight = 140
198- notebook = " 18_GPL.ipynb"
199- aliases = [" gpl" ]
200- created_at = 2022-06-07
201- needs_gpu = true
202- hidden = true
203-
204- [[tutorial ]]
205- title = " Text-To-Image Search Pipeline with Multimodal Retriever"
206- description = " Use a MultiModalRetriever to build a cross-modal search pipeline."
207- level = " intermediate"
208- weight = 95
209- notebook = " 19_Text_to_Image_search_pipeline_with_MultiModal_Retriever.ipynb"
210- aliases = [" multimodal" ]
211- completion_time = " 20 min"
212- created_at = 2022-07-11
213- hidden = true
214-
215- [[tutorial ]]
216- title = " Using Haystack with REST API"
217- description = " Create a production-ready pipeline and interact with Haystack REST API."
218- level = " advanced"
219- weight = 115
220- notebook = " 20_Using_Haystack_with_REST_API.ipynb"
221- aliases = [" using-haystack-with-rest-api" ]
222- colab = false
223- completion_time = " 30 min"
224- created_at = 2023-01-11
225- hidden = true
226-
227- [[tutorial ]]
228- title = " Customizing PromptNode for NLP Tasks"
229- description = " Use PromptNode and PromptTemplate for your custom NLP tasks"
230- level = " intermediate"
231- weight = 57
232- notebook = " 21_Customizing_PromptNode.ipynb"
233- aliases = [" customizing-promptnode" ]
234- completion_time = " 20 min"
235- created_at = 2023-02-16
236- hidden = true
237-
238- [[tutorial ]]
239- title = " Answering Multihop Questions with Agents"
240- description = " Use Agent to answer multihop questions with extractive models"
241- level = " intermediate"
242- weight = 63
243- notebook = " 23_Answering_Multihop_Questions_with_Agents.ipynb"
244- aliases = [" multihop-qa-with-agents" ]
245- completion_time = " 10 min"
246- created_at = 2023-03-27
247- hidden = true
248-
249- [[tutorial ]]
250- title = " Creating a Generative QA Pipeline with Retrieval-Augmentation"
251- description = " Use a large language model in your search system through PromptNode"
252- level = " intermediate"
253- weight = 61
254- notebook = " 22_Pipeline_with_PromptNode.ipynb"
255- aliases = [" pipeline-with-promptnode" , " retrieval-augmented-generation" ]
256- completion_time = " 15 min"
257- created_at = 2023-03-13
258- featured = true
259- hidden = true
260-
261- [[tutorial ]]
262- title = " Building a Conversational Chat App"
263- description = " Use ConversationalAgent to build a human-like chat application"
264- level = " intermediate"
265- weight = 64
266- notebook = " 24_Building_Chat_App.ipynb"
267- aliases = [" building-chat-app" ]
268- completion_time = " 10 min"
269- created_at = 2023-05-30
270- hidden = true
271-
272- [[tutorial ]]
273- title = " Customizing Agent to Chat with Your Documents"
274- description = " Advanced Customizations for Agents with Memory"
275- level = " advanced"
276- weight = 117
277- notebook = " 25_Customizing_Agent.ipynb"
278- aliases = [" customizing-agent" ]
279- completion_time = " 15 min"
280- created_at = 2023-07-19
281- featured = true
282- hidden = true
283-
284- [[tutorial ]]
285- title = " Creating a Hybrid Retrieval Pipeline"
286- description = " Learn how to combine Retrievers to enhance retrieval"
287- level = " intermediate"
288- weight = 63
289- notebook = " 26_Hybrid_Retrieval.ipynb"
290- aliases = [" hybrid-retrieval" ]
291- completion_time = " 15 min"
292- created_at = 2023-10-10
293- featured = true
294- hidden = true
295-
2966[[tutorial ]]
2977title = " Creating Your First QA Pipeline with Retrieval-Augmentation"
2988description = " Build your first generative QA pipeline with OpenAI GPT models"
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