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docs update - fixed broken links #2

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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -74,9 +74,9 @@ PyCaret and its Machine Learning capabilities are seamlessly integrated with env

### Time Series

PyCaret **new time series module** is now available in the `3.0-rc`. Staying true to the simplicity of PyCaret, it is consistent with the existing API and fully loaded with functionalities. Statistical testing, model training and selection (30+ algorithms), model analysis, automated hyperparameter tuning, experiment logging, deployment on cloud, and more. All of this with only a few lines of code. If you would like to give it a try, check out our official [quick start](https://nbviewer.org/github/pycaret/pycaret/blob/time\_series\_beta/time\_series\_101.ipynb) notebook.
PyCaret **new time series module** is now available in the `3.0-rc`. Staying true to the simplicity of PyCaret, it is consistent with the existing API and fully loaded with functionalities. Statistical testing, model training and selection (30+ algorithms), model analysis, automated hyperparameter tuning, experiment logging, deployment on cloud, and more. All of this with only a few lines of code. If you would like to give it a try, check out our official [quick start](https://nbviewer.org/github/pycaret/pycaret/blob/master/examples/time_series/forecasting/time_series_101.ipynb) notebook.
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I Am wondering if we should change the link to the folder now that we have multiple files there:

https://nbviewer.org/github/pycaret/pycaret/tree/master/examples/time_series/forecasting/

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That would be a better option, but in that case, I think that notebook names should be more informative.

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How about this in that case? It has more information about the notebooks.

https://pycaret.gitbook.io/docs/get-started/tutorials

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Yes, I think that would be fine.


* 📚 [Time Series Docs](https://pycaret.readthedocs.io/en/time\_series/api/time\_series.html)
* 📚 [Time Series Docs](https://pycaret.readthedocs.io/en/latest/api/time_series.html)
* ❓ [Time Series FAQs](https://github.com/pycaret/pycaret/discussions/categories/faqs?discussions\_q=category%3AFAQs+label%3Atime\_series)
* 🚀 [Features and Roadmap](https://github.com/pycaret/pycaret/issues/1648)

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6 changes: 3 additions & 3 deletions get-started/modules.md
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Expand Up @@ -68,12 +68,12 @@ Association rule learning is a rule-based machine learning method for discoverin
{% endtab %}

{% tab title="Time Series" %}
### [Time Series (beta)](quickstart.md#time-series-beta)
### [Time Series (beta)](quickstart.md#time-series)

Time series forecasting is the process of analyzing time series data using statistics and modeling to make predictions and inform strategic decision-making

* ****[**Quickstart**](quickstart.md#time-series-beta)****
* ****[**API Docs**](https://pycaret.readthedocs.io/en/time\_series/api/time\_series.html)****
* ****[**Quickstart**](quickstart.md#time-series)****
* ****[**API Docs**](https://pycaret.readthedocs.io/en/latest/api/time_series.html)****
* ****[**Tutorial**](tutorials.md)
{% endtab %}

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2 changes: 1 addition & 1 deletion get-started/quickstart.md
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Expand Up @@ -18,7 +18,7 @@ Select your use case:
* [Anomaly Detection](quickstart.md#anomaly-detection)
* [Natural Language Processing](quickstart.md#natural-language-processing)
* [Association Rules Mining](quickstart.md#association-rules-mining)
* [Time Series (beta)](quickstart.md#time-series-beta)
* [Time Series (beta)](quickstart.md#time-series)

## Classification

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