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Tutorial series on txtai

Tutorial series on txtai

22
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11 min read
Build an Embeddings index with Hugging Face Datasets

Build an Embeddings index with Hugging Face Datasets

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4 min read
Build an Embeddings index from a data source

Build an Embeddings index from a data source

5
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7 min read
Add semantic search to Elasticsearch

Add semantic search to Elasticsearch

13
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7 min read
Extractive QA with txtai

Extractive QA with txtai

4
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2 min read
Extractive QA with Elasticsearch

Extractive QA with Elasticsearch

5
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5 min read
Apply labels with zero-shot classification

Apply labels with zero-shot classification

6
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3 min read
txtai API Gallery

txtai API Gallery

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6 min read
Building abstractive text summaries

Building abstractive text summaries

11
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3 min read
Extract text from documents

Extract text from documents

9
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7 min read
Transcribe audio to text

Transcribe audio to text

9
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3 min read
Translate text between languages

Translate text between languages

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4 min read
Similarity search with images
Cover image for Similarity search with images

Similarity search with images

9
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4 min read
Run pipeline workflows

Run pipeline workflows

9
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6 min read
Distributed embeddings cluster

Distributed embeddings cluster

5
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5 min read
Train a text labeler

Train a text labeler

8
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2 min read
Train without labels

Train without labels

8
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3 min read
Export and run models with ONNX

Export and run models with ONNX

10
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12 min read
Train a QA model

Train a QA model

8
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3 min read
Extractive QA to build structured data

Extractive QA to build structured data

8
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3 min read
Export and run other machine learning models

Export and run other machine learning models

6
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6 min read
Transform tabular data with composable workflows

Transform tabular data with composable workflows

8
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14 min read
Tensor workflows

Tensor workflows

7
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5 min read
💡 What's new in txtai 4.0

💡 What's new in txtai 4.0

9
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7 min read
Generate image captions and detect objects

Generate image captions and detect objects

4
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2 min read
Entity extraction workflows

Entity extraction workflows

5
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3 min read
Workflow Scheduling

Workflow Scheduling

9
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6 min read
Push notifications with workflows

Push notifications with workflows

12
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7 min read
Anatomy of a txtai index

Anatomy of a txtai index

7
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7 min read
Embeddings SQL custom functions

Embeddings SQL custom functions

8
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4 min read
Near duplicate image detection

Near duplicate image detection

7
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3 min read
Model explainability

Model explainability

8
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5 min read
Query translation

Query translation

8
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4 min read
Build a QA database

Build a QA database

12
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3 min read
Pictures are a worth a thousand words
Cover image for Pictures are a worth a thousand words

Pictures are a worth a thousand words

8
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3 min read
Run txtai in native code
Cover image for Run txtai in native code

Run txtai in native code

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7 min read
Embeddings index components

Embeddings index components

4
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7 min read
Introducing the Semantic Graph

Introducing the Semantic Graph

8
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9 min read
Classic Topic Modeling with BM25

Classic Topic Modeling with BM25

4
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5 min read
Text to speech generation

Text to speech generation

8
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4 min read
Train a language model from scratch

Train a language model from scratch

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5 min read
Prompt-driven search with LLMs

Prompt-driven search with LLMs

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6 min read
Embeddings in the Cloud

Embeddings in the Cloud

2
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6 min read
Prompt templates and task chains

Prompt templates and task chains

2
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4 min read
Customize your own embeddings database

Customize your own embeddings database

3
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9 min read
💡 What's new in txtai 6.0

💡 What's new in txtai 6.0

9
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9 min read
Building an efficient sparse keyword index in Python

Building an efficient sparse keyword index in Python

3
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9 min read
Benefits of hybrid search

Benefits of hybrid search

3
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5 min read
External database integration

External database integration

3
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9 min read
All about vector quantization

All about vector quantization

7
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5 min read
Custom API Endpoints

Custom API Endpoints

1
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3 min read
Build RAG pipelines with txtai

Build RAG pipelines with txtai

2
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8 min read
Integrate LLM Frameworks

Integrate LLM Frameworks

2
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5 min read
API Authorization and Authentication

API Authorization and Authentication

1
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4 min read
Generate knowledge with Semantic Graphs and RAG

Generate knowledge with Semantic Graphs and RAG

1
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13 min read
External vectorization

External vectorization

1
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4 min read
Build knowledge graphs with LLM-driven entity extraction

Build knowledge graphs with LLM-driven entity extraction

1
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3 min read
Advanced RAG with graph path traversal

Advanced RAG with graph path traversal

1
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6 min read
What's new in txtai 7.0

What's new in txtai 7.0

1
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6 min read
Advanced RAG with guided generation

Advanced RAG with guided generation

1
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4 min read
Integrate txtai with Postgres

Integrate txtai with Postgres

3
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9 min read
RAG with llama.cpp and external API services

RAG with llama.cpp and external API services

8
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6 min read