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Merge pull request #417 from ZJUEarthData/web
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docs: provides video demo for users.
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SanyHe authored Jan 8, 2025
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27 changes: 21 additions & 6 deletions README.md
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Geochemistry π is an **open-sourced highly automated machine learning Python framework** dedicating to build up MLOps level 1 software product for data-driven geochemistry discovery on tabular data.

**Our goal**: one data-mining run in 5 minutes, ten data-mining runs in 10 minutes.

Core capabilities are:

+ **Continous Training**
Expand Down Expand Up @@ -63,6 +65,20 @@ Eos Website: https://eos.org/editor-highlights/machine-learning-for-geochemists

![Geochemistry pi news](https://github.com/ZJUEarthData/geochemistrypi/assets/47497750/bdd33a31-824a-492e-adcf-e660da4eaf1d)

## Video Demo

Have an overview of what our software can accelerate your data-mining experiment.

- Geochemistry π v0.7.0 Introduction Video [[Bilibili]](https://www.bilibili.com/video/BV1TorTYVEgn/?vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=6IVaO_gq22A)

- Geochemistry π v0.7.0 for Regression Demo [[Bilibili]](https://www.bilibili.com/video/BV1VormYvEt8/?spm_id_from=333.1387.homepage.video_card.click&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=eTJ-IV1n4QM)

- Geochemistry π v0.7.0 for Classification Demo [[Bilibili]](https://www.bilibili.com/video/BV1ZDrSYjEBv/?spm_id_from=333.1387.homepage.video_card.click&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=c_eDI2gVTr0)

- MLflow UI user guide - Geochemistry π v0.5.0 [[Bilibili]](https://b23.tv/CW5Rjmo) | [[YouTube]](https://www.youtube.com/watch?v=Yu1nzNeLfRY)

- Geochemistry π - Download and Run the Beta Version [[Bilibili]](https://www.bilibili.com/video/BV1UM4y1Q7Ju/?spm_id_from=333.999.0.0&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=EeVaJ3H7_AU&list=PLy8hNsI55lvh1UHjhVhqNUj3xPdV9sEiM&index=9)

## Quick Installation

Our software is well tested on **macOS** and **Windows** system with **Python 3.9**. Other systems and Python version are not guranteed.
Expand Down Expand Up @@ -123,6 +139,7 @@ Check the updated version of our software:
geochemistrypi --version
```


## Data Preparation

In order to utilize the functions provided by our software, your own data set should satisfy:
Expand Down Expand Up @@ -172,6 +189,10 @@ Once the software starts, there are two folders `geopi_output` and `geopi_tracki

`geopi_output`: It is a regular folder aligning with MLflow's storage structure, which users can operate.

From v0.7.0 onwards, there is one new command with the option `--desktop` to read the training data and application from the folder `geopi_input` on desktop.

`geopi_input`: It is used to put the datasets you want our software to process.

### Case 1: Run with built-in data set for model training and model inference

On command line:
Expand Down Expand Up @@ -275,12 +296,6 @@ On Jupyter Notebook / Google Colab:

+ Copy the URL shown on the console into any browser to open the MLflow web interface. The URL is normally like this http://127.0.0.1:5000. Search MLflow online to see more operations and usages.

For more details: Please refer to:

- Geochemistry π - Download and Run the Beta Version [[Bilibili]](https://www.bilibili.com/video/BV1UM4y1Q7Ju/?spm_id_from=333.999.0.0&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=EeVaJ3H7_AU&list=PLy8hNsI55lvh1UHjhVhqNUj3xPdV9sEiM&index=9)

- MLflow UI user guide - Geochemistry π v0.5.0 [[Bilibili]](https://b23.tv/CW5Rjmo) | [[YouTube]](https://www.youtube.com/watch?v=Yu1nzNeLfRY)


## Roadmap

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27 changes: 21 additions & 6 deletions docs/source/Home/Introduction.md
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Geochemistry π is an **open-sourced highly automated machine learning Python framework** dedicating to build up MLOps level 1 software product for data-driven geochemistry discovery on tabular data.

**Our goal**: one data-mining run in 5 minutes, ten data-mining runs in 10 minutes.

Core capabilities are:

+ **Continous Training**
Expand Down Expand Up @@ -65,6 +67,20 @@ Eos Website: https://eos.org/editor-highlights/machine-learning-for-geochemists

![Geochemistry pi news](https://github.com/ZJUEarthData/geochemistrypi/assets/47497750/bdd33a31-824a-492e-adcf-e660da4eaf1d)

## Video Demo

Have an overview of what our software can accelerate your data-mining experiment.

- Geochemistry π v0.7.0 Introduction Video [[Bilibili]](https://www.bilibili.com/video/BV1TorTYVEgn/?vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=6IVaO_gq22A)

- Geochemistry π v0.7.0 for Regression Demo [[Bilibili]](https://www.bilibili.com/video/BV1VormYvEt8/?spm_id_from=333.1387.homepage.video_card.click&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=eTJ-IV1n4QM)

- Geochemistry π v0.7.0 for Classification Demo [[Bilibili]](https://www.bilibili.com/video/BV1ZDrSYjEBv/?spm_id_from=333.1387.homepage.video_card.click&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=c_eDI2gVTr0)

- MLflow UI user guide - Geochemistry π v0.5.0 [[Bilibili]](https://b23.tv/CW5Rjmo) | [[YouTube]](https://www.youtube.com/watch?v=Yu1nzNeLfRY)

- Geochemistry π - Download and Run the Beta Version [[Bilibili]](https://www.bilibili.com/video/BV1UM4y1Q7Ju/?spm_id_from=333.999.0.0&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=EeVaJ3H7_AU&list=PLy8hNsI55lvh1UHjhVhqNUj3xPdV9sEiM&index=9)

## Quick Installation

Our software is well tested on **macOS** and **Windows** system with **Python 3.9**. Other systems and Python version are not guranteed.
Expand Down Expand Up @@ -125,6 +141,7 @@ Check the updated version of our software:
geochemistrypi --version
```


## Data Preparation

In order to utilize the functions provided by our software, your own data set should satisfy:
Expand Down Expand Up @@ -174,6 +191,10 @@ Once the software starts, there are two folders `geopi_output` and `geopi_tracki

`geopi_output`: It is a regular folder aligning with MLflow's storage structure, which users can operate.

From v0.7.0 onwards, there is one new command with the option `--desktop` to read the training data and application from the folder `geopi_input` on desktop.

`geopi_input`: It is used to put the datasets you want our software to process.

### Case 1: Run with built-in data set for model training and model inference

On command line:
Expand Down Expand Up @@ -277,12 +298,6 @@ On Jupyter Notebook / Google Colab:

+ Copy the URL shown on the console into any browser to open the MLflow web interface. The URL is normally like this http://127.0.0.1:5000. Search MLflow online to see more operations and usages.

For more details: Please refer to:

- Geochemistry π - Download and Run the Beta Version [[Bilibili]](https://www.bilibili.com/video/BV1UM4y1Q7Ju/?spm_id_from=333.999.0.0&vd_source=27944ab3b73a78970c1a52a5dcbb9140) | [[YouTube]](https://www.youtube.com/watch?v=EeVaJ3H7_AU&list=PLy8hNsI55lvh1UHjhVhqNUj3xPdV9sEiM&index=9)

- MLflow UI user guide - Geochemistry π v0.5.0 [[Bilibili]](https://b23.tv/CW5Rjmo) | [[YouTube]](https://www.youtube.com/watch?v=Yu1nzNeLfRY)


## Roadmap

Expand Down

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