docs: Fondant integration docs (#421)

* docs: fondant ai

* chore: move preview image

* Update qdrant-landing/content/documentation/integrations/fondant.md

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

* Fix typo

---------

Co-authored-by: Kacper Łukawski <kacperlukawski@users.noreply.github.com>

qdrant-landing/content/documentation/integrations/fondant.md

@@ -0,0 +1,73 @@
+---
+title: ML6 Fondant
+weight: 1700
+---
+
+# ML6 Fondant
+
+[Fondant](https://fondant.ai/en/stable/) is an open-source framework that aims to simplify and speed up large-scale data processing by making containerized components reusable across pipelines and execution environments.
+
+Fondant features a Qdrant component image to load textual data and embeddings into a the database.
+
+## Usage
+
+<aside role="status">
+A Qdrant collection has to be <a href="documentation/concepts/collections/">created in advance</a>
+</aside>
+
+**A data load pipeline for RAG using Qdrant**.
+
+```python
+from fondant.pipeline import ComponentOp, Pipeline
+
+pipeline = Pipeline(
+    pipeline_name="ingestion-pipeline",
+    pipeline_description="Pipeline to prepare and process \
+    data for building a RAG solution",
+    base_path="./data-dir",
+)
+
+# An example data source component
+load_from_source = ComponentOp(
+    component_dir="path/to/data-source-component",
+    arguments={
+        "n_rows_to_load": 10,
+        # Custom arguments for the component
+    },
+)
+
+chunk_text_op = ComponentOp.from_registry(
+    name="chunk_text",
+    arguments={
+        "chunk_size": 512,
+        "chunk_overlap": 32,
+    },
+)
+
+embed_text_op = ComponentOp.from_registry(
+    name="embed_text",
+    arguments={
+        "model_provider": "huggingface",
+        "model": "all-MiniLM-L6-v2",
+    },
+)
+
+# Getting the Qdrant component from the Fondant registry
+index_qdrant_op = ComponentOp.from_registry(
+    name="index_qdrant",
+    arguments={
+        "url": "http:localhost:6333",
+        "collection_name": "some-collection-name",
+    },
+)
+
+# Construct your pipeline
+pipeline.add_op(load_from_source)
+pipeline.add_op(chunk_text_op, dependencies=load_from_source)
+pipeline.add_op(embed_text_op, dependencies=chunk_text_op)
+pipeline.add_op(index_qdrant_op, dependencies=embed_text_op)
+```
+
+## Next steps
+
+Find the FondantAI docs [here](https://fondant.ai/en/stable/).

qdrant-landing/content/documentation/tutorials/neural-search.md

@@ -1,5 +1,5 @@
 ---
-title: Neural Search Serivce
+title: Neural Search Service
 weight: 1
 ---