docs: fix requirements and minor changes (#355)

fix requirements and minor changes

Author: gmartinsribeiro

docs/getting-started/index.md

@@ -30,16 +30,16 @@ However, it was not optimized for the quality, performance, and scalability need
 
     Additionally, tabular data usually comprises both *numeric* and *categorical* features. **Numeric** features are those that encode **quantitative** values, whereas **categorical** represent **qualitative** measurements. Categorical features can further divided in *ordinal*, *binary* or *boolean*, and *nominal* features.
 
-    Learn more about synthesizing tabular data in this [article](https://ydata.ai/resources/gans-for-synthetic-data-generation), or check the [quickstart guide](getting-started/quickstart.md#synthesizing-a-tabular-dataset) to get started with the synthesization of tabular datasets.
+    Learn more about synthesizing tabular data in this [article](https://ydata.ai/resources/gans-for-synthetic-data-generation), or check the [quickstart guide](/synthetic_data/single_table/ctgan_example) to get started with the synthesization of tabular datasets.
 
 === "Time-Series Data"
     **Time-series data** exhibit a sequencial, **temporal dependency** between records, and may present a wide range of patterns and trends, including **seasonality** (patterns that repeat at calendar periods -- days, weeks, months -- such as holiday sales, for instance) or **periodicity** (patterns that repeat over time).
 
-    Read more about generating [time-series data in this article](https://ydata.ai/resources/synthetic-time-series-data-a-gan-approach) and check this [quickstart guide](getting-started/quickstart.md#synthesizing-a-time-series-dataset) to get started with time-series data synthesization.
+    Read more about generating [time-series data in this article](https://ydata.ai/resources/synthetic-time-series-data-a-gan-approach) and check this [quickstart guide](/synthetic_data/time_series/timegan_example) to get started with time-series data synthesization.
 
 === "Multi-Table Data"
     **Multi-Table data** or databases exhibit a referential behaviour between and database schema that is expected to be replicated and respected by the synthetic data generated. 
-    Read more about database [synthetic data generation in this article]() and check this [quickstart guide for Multi-Table synthetic data generation]()
+    Read more about database [synthetic data generation in this article](https://ydata.ai/resources/whitepaper-relational-databases-synthetic-data) and check this [video guide for Multi-Table synthetic data generation](https://www.youtube.com/watch?v=40Q56xZbv00&ab_channel=YData)
     **Time-series data** exhibit a sequential, **temporal dependency** between records, and may present a wide range of patterns and trends, including **seasonality** (patterns that repeat at calendar periods -- days, weeks, months -- such as holiday sales, for instance) or **periodicity** (patterns that repeat over time).
 
 ## Validate the quality of your synthetic data generated

docs/index.md

@@ -12,7 +12,11 @@
     Heading towards the future of synthetic data generation we recommend everyone to transition to [ydata-sdk](https://docs.sdk.ydata.ai/latest/), which provides a superior experience with enhanced performance, precision, and ease of use, making it the preferred tool for synthetic data generation and a perfect introduction to Generative AI. 
 
 
-### Older version with open-source models
-[Check the deprecated documentation](docs/getting-started/index.md)
+
+
+
+
+#### Older version with open-source models
+Check the deprecated documentation [here](getting-started/index.md).
 
 <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=dd69a9f9-0901-4cb4-9e56-b1e69877dca1" />

docs/support/help-troubleshooting.md

@@ -11,6 +11,8 @@
 
 If you are just starting, or you are dealing with something new we are always eager to help! 
 
-Join us in the [Data-Centric AI community Discord](https://discord.com/invite/mw7xjJ7b7s), we have a space reserved for all your questions about Synthetic Data! Don't be shy 😳
+Join us in the [Data-Centric AI community Discord](https://discord.com/invite/mw7xjJ7b7s), we have a space reserved for all your questions about Synthetic Data! 
+
+Don't be shy! 😳
 
 <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=dd69a9f9-0901-4cb4-9e56-b1e69877dca1" />

docs/synthetic_data/ydata_fabric_app.md docs/ydata_fabric_app.mddocs/synthetic_data/ydata_fabric_app.md renamed to docs/ydata_fabric_app.md

@@ -22,7 +22,4 @@ These KPIs, such as data fidelity and privacy scores, are displayed on the dashb
 Users have access to advanced settings, such as [conditional synthetic data generation](https://ydata.ai/resources/conditional-synthetic-data-generation-for-robust-machine-learning-applications) or business rules.
 - **Preserving Data Integrity:** For datasets requiring strict adherence to structural patterns (e.g., time-series data, healthcare records or databases).
 
-### Getting started with YData Fabric (Community version)
-YData Fabric’s Community Version offers users a free, accessible entry point to explore synthetic data generation. 
-To get started, users can [sign up for the Community Version and access the guided UI directly](https://ydata.ai/register).
-Once registered, users are provided with a range of features, including data profiling, synthetic data generation, pipelines and access to YData’s proprietary models for data quality!
+[Reach out to the YData team](https://ydata.ai/contact-us) to learn more about YData Fabric.

mkdocs.yml

@@ -5,15 +5,14 @@ edit_uri: ""
 dev_addr: 0.0.0.0:1234
 site_dir: "static/docs"
 nav:
-  - Getting started:
-    - 'index.md'
+  - Getting started: 'index.md'
+  - YData Fabric (GUI): "ydata_fabric_app.md"
   - Older versions:
-    - 'getting-started/index.md'
-    - Overview: 'index.md'
+    - Overview: 'getting-started/index.md'
     - Installation: 'getting-started/installation.md'
     - Synthetic Data Generation:
       - "synthetic_data/index.md"
-      - UI interface - YData Fabric: "synthetic_data/ydata_fabric_app.md"
+      
       - Generate Single Table:
         - GMM: "synthetic_data/single_table/gmm_example.md"
         - CGAN: "synthetic_data/single_table/cgan_example.md"

requirements-docs.txt

@@ -1,5 +1,7 @@
-mkdocs==1.5.3
-mkdocs-material==9.0.9
-mkdocs-material-extensions==1.1.1
-mike==1.1.2
-mkdocstrings[python]==0.24.0
+mkdocs==1.6.*
+mkdocs-material==9.6.*
+mkdocs-material-extensions==1.3.*
+mkdocs-table-reader-plugin==3.1.*
+mike==2.1.*
+mkdocstrings[python]==0.27.*
+mkdocs-badges==0.4.*