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* Created Dev-portal pages * changed structure of documents for dev-portal section, renamed dev-portal to docs, related template changes * keeping learn section for future usage * update dev-portal and documents * added feedback and breadcrumbs components * used the docs-side menu partial on documentation pages, and added active state to the docs-header links * search console on docs * small fixes * assigned partitions, css fix * fix links on the core page * update links for cloud * update links for build * Reference -> API Reference * [WIP] Dev portal light theme (#1250) * light theme - docs side menu * background fix * wip: updating layout * layout update * light theme * card titles with a link * upd page-search package * simplified header * fixes * TOC scroll spy (#1259) * scroll spy on table of contents * packages versions fix * custom scroll spy for toc * make spy work again --------- Co-authored-by: generall <andrey@vasnetsov.com> * limit toc depth to 3 * thin scrollbar * No dev template (#1266) * divided the docs template into smaller partials, increased reusability * removed docs section, moved all to the documentation * review fixes * review fixes --------- Co-authored-by: generall <andrey@vasnetsov.com> * side panel more compact * toc margin bottom fix * Refactoring and renaming (#1277) * renamed and moved partials, fixed link * refactoring: docs-card * fix * fix urls * disable scrollbar on table of content * added scrollbar colors for light theme (#1280) * fix language * Dev portal fixes (#1285) * cards fixes * moved files, fixed paddings * fix for my fix * external header links * fix --------- Co-authored-by: trean <trean.mi@gmail.com> Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com> Co-authored-by: davidmyriel <davidmyriel@gmail.com>
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title, weight, is_empty, aliases, partition
| title | weight | is_empty | aliases | partition | ||
|---|---|---|---|---|---|---|
| Tutorials | 10 | false |
|
qdrant |
Tutorials
These tutorials demonstrate different ways you can build vector search into your applications.
| Essential How-Tos | Description | Stack |
|---|---|---|
| Semantic Search for Beginners | Create a simple search engine locally in minutes. | Qdrant |
| Simple Neural Search | Build and deploy a neural search that browses startup data. | Qdrant, BERT, FastAPI |
| Neural Search with FastEmbed | Build and deploy a neural search with our FastEmbed library. | Qdrant |
| Multimodal Search | Create a simple multimodal search. | Qdrant |
| Bulk Upload Vectors | Upload a large scale dataset. | Qdrant |
| Asynchronous API | Communicate with Qdrant server asynchronously with Python SDK. | Qdrant, Python |
| Create Dataset Snapshots | Turn a dataset into a snapshot by exporting it from a collection. | Qdrant |
| Load HuggingFace Dataset | Load a Hugging Face dataset to Qdrant | Qdrant, Python, datasets |
| Measure Retrieval Quality | Measure and fine-tune the retrieval quality | Qdrant, Python, datasets |
| Search Through Code | Implement semantic search application for code search tasks | Qdrant, Python, sentence-transformers, Jina |
| Setup Collaborative Filtering | Implement a collaborative filtering system for recommendation engines | Qdrant |