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| 1 | +# Table of contents |
| 2 | + |
| 3 | +* [Home](README.md) |
| 4 | +* [Overview](overview.md) |
| 5 | +* [Getting Started](getting-started/README.md) |
| 6 | + * [Sign up](getting-started/sign-up.md) |
| 7 | + * [Select a plan](getting-started/select-a-plan.md) |
| 8 | + * [Database Credentials](getting-started/database-credentials.md) |
| 9 | + * [Connect to the Database](getting-started/connect-to-the-database.md) |
| 10 | +* [Machine Learning](machine-learning/README.md) |
| 11 | + * [Natural Language Processing](machine-learning/natural-language-processing/README.md) |
| 12 | + * [Embeddings](machine-learning/natural-language-processing/embeddings.md) |
| 13 | + * [Fill Mask](machine-learning/natural-language-processing/fill-mask.md) |
| 14 | + * [Question Answering](machine-learning/natural-language-processing/question-answering.md) |
| 15 | + * [Summarization](machine-learning/natural-language-processing/summarization.md) |
| 16 | + * [Text Classification](machine-learning/natural-language-processing/text-classification.md) |
| 17 | + * [Text Generation](machine-learning/natural-language-processing/text-generation.md) |
| 18 | + * [Text-to-Text Generation](machine-learning/natural-language-processing/text-to-text-generation.md) |
| 19 | + * [Token Classification](machine-learning/natural-language-processing/token-classification.md) |
| 20 | + * [Translation](machine-learning/natural-language-processing/translation.md) |
| 21 | + * [Zero-shot Classification](machine-learning/natural-language-processing/zero-shot-classification.md) |
| 22 | + * [Supervised Learning](machine-learning/supervised-learning/README.md) |
| 23 | + * [Data Pre-processing](machine-learning/supervised-learning/data-pre-processing.md) |
| 24 | + * [Regression](machine-learning/supervised-learning/regression.md) |
| 25 | + * [Classification](machine-learning/supervised-learning/classification.md) |
| 26 | + * [Hyperparameter Search](machine-learning/supervised-learning/hyperparameter-search.md) |
| 27 | + * [Joint Optimization](machine-learning/supervised-learning/joint-optimization.md) |
| 28 | + * [Unsupervised Learning](machine-learning/unsupervised-learning.md) |
| 29 | +* [Vector Database](vector-database.md) |
| 30 | +* [SDKs](sdks/README.md) |
| 31 | + * [Overview](sdks/overview.md) |
| 32 | + * [Getting Started](sdks/getting-started.md) |
| 33 | + * [Collections](sdks/collections.md) |
| 34 | + * [Pipelines](sdks/pipelines.md) |
| 35 | + * [Search](sdks/search.md) |
| 36 | + * [Tutorials](sdks/tutorials/README.md) |
| 37 | + * [Semantic Search](sdks/tutorials/semantic-search.md) |
| 38 | + * [Semantic Search using Instructor model](sdks/tutorials/semantic-search-using-instructor-model.md) |
| 39 | + * [Extractive Question Answering](sdks/tutorials/extractive-question-answering.md) |
| 40 | + * [Summarizing Question Answering](sdks/tutorials/summarizing-question-answering.md) |
| 41 | +* [Apps](apps/README.md) |
| 42 | + * [Chatbots](apps/chatbots.md) |
| 43 | + * [Fraud Detection](apps/fraud-detection.md) |
| 44 | + * [Recommendation Engine](apps/recommendation-engine.md) |
| 45 | + * [Search](apps/search.md) |
| 46 | + * [Time-series Forecasting](apps/time-series-forecasting.md) |
| 47 | +* [Use cases](use-cases/README.md) |
| 48 | + * [Improve Search Results with Machine Learning](use-cases/improve-search-results-with-machine-learning.md) |
| 49 | + * [Generating LLM embeddings with open source models in PostgresML](use-cases/generating-llm-embeddings-with-open-source-models-in-postgresml.md) |
| 50 | + * [Tuning vector recall while generating query embeddings in the database](use-cases/tuning-vector-recall-while-generating-query-embeddings-in-the-database.md) |
| 51 | + * [Personalize embedding results with application data in your database](use-cases/personalize-embedding-results-with-application-data-in-your-database.md) |
| 52 | + * [LLM based pipelines with PostgresML and dbt (data build tool)](use-cases/llm-based-pipelines-with-postgresml-and-dbt-data-build-tool.md) |
| 53 | +* [PgCat](pgcat.md) |
| 54 | +* [Benchmarks](benchmarks/README.md) |
| 55 | + * [PostgresML is 8-40x faster than Python HTTP microservices](benchmarks/postgresml-is-8-40x-faster-than-python-http-microservices.md) |
| 56 | + * [Million Requests per Second](benchmarks/million-requests-per-second.md) |
| 57 | + * [MindsDB vs PostgresML](benchmarks/mindsdb-vs-postgresml.md) |
| 58 | + * [GGML Quantized LLM support for Huggingface Transformers](benchmarks/ggml-quantized-llm-support-for-huggingface-transformers.md) |
| 59 | + * [Making Postgres 30 Percent Faster in Production](benchmarks/making-postgres-30-percent-faster-in-production.md) |
| 60 | +* [Monitoring](monitoring.md) |
| 61 | +* [FAQs](faqs.md) |
| 62 | +* [Developer Docs](developer-docs/README.md) |
| 63 | + * [Quick Start with Docker](developer-docs/quick-start-with-docker.md) |
| 64 | + * [Installation](developer-docs/installation.md) |
| 65 | + * [Contributing](developer-docs/contributing.md) |
| 66 | + * [Distributed Training](developer-docs/distributed-training.md) |
| 67 | + * [GPU Support](developer-docs/gpu-support.md) |
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