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bobbai00 authored Dec 16, 2024
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64 changes: 2 additions & 62 deletions README.md
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<br>

<h4 align="center">
<a href="https://github.com/Texera/texera#videos">Demo Video</a>
<a href="https://texera.io">Official Site</a>
|
<a href="https://texera.github.io/blog/">Blogs</a>
<a href="https://texera.io/?cat=11">Blogs</a>
|
<a href="https://github.com/Texera/texera/wiki/Getting-Started">Getting Started</a>
<br>
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<img alt="Static Badge" src="https://img.shields.io/badge/Largest_Deployment-100_nodes,_400_cores-green">
</p>

# Motivation

* Data science is labor-intensive and particularly challenging for non-IT users applying AI/ML.
* Many workflow-based data science platforms lack parallelism, limiting their ability to handle big datasets.
* Cloud services and technologies have advanced significantly over the past decade, enabling powerful browser-based interfaces supported by high-speed networks.
* Existing data science platforms offer limited interaction during long-running jobs, making them difficult to manage after execution begins.

# Goals

* Provide data science as cloud services;
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_In JAMIA 2021_ | [PDF](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7989302/pdf/ocab047.pdf)
</details>


# Education
<table>
<tr style="height: 500px;">
<td align="center">
<a href="https://ds4all.ics.uci.edu/">
<img src="https://ds4all.ics.uci.edu/wp-content/uploads/2023/07/banner-1024x576.png">
</a>
<p><b>Data Science for All</b></p>
An NSF-funded summer program to teach high-school students data science and AI/ML
</td>
<td align="center">
<a href="https://canvas.eee.uci.edu/courses/63639/pages/syllabus">
<img src="https://github.com/user-attachments/assets/a7569fd3-6857-48b4-80dc-d9f006ae2c8f">
</a>
<p><b>ICS 80: Data Science and AI/ML Using Workflows</b></p>
A Spring 2024 course at UCI, teaching 42 undergraduates, most of whom are not computer science majors, to learn data science and AI/ML
</td>
<td align="center">
<a href="https://sites.google.com/uci.edu/ds-workshop2024/home">
<img src="https://www.cerritos.edu/_resources/images/common/cerritos-college-logo.svg">
</a>
<p><b>Workshop of Data Science for Everyone at Cerritos College</b></p>
A two-day workshop designed for non-CS students to learn data science and ML without a single line of coding
</td>
</tr>
</table>


# Videos
<table>
<tr style="height: 500px;">
<td align="center">
<a href="https://www.youtube.com/watch?v=B81iMFS5fPc">
<img src="https://img.youtube.com/vi/B81iMFS5fPc/0.jpg" alt="Watch the video">
</a>
<p><b>dkNET Webinar 04/26/2024</b></p>
</td>
<td align="center">
<a href="https://www.youtube.com/watch?v=SP-XiDADbw0">
<img src="https://img.youtube.com/vi/SP-XiDADbw0/0.jpg" alt="Watch the video">
</a>
<p><b>Texera Demo @ VLDB'20</b></p>
</td>
<td align="center">
<a href="https://www.youtube.com/watch?v=T5ShFRfHmgI">
<img src="https://img.youtube.com/vi/T5ShFRfHmgI/0.jpg" alt="Watch the video">
</a>
<p><b>Amber Presentation @ VLDB'20</b></p>
</td>
</tr>
</table>

# Getting Started

* For users, visit [Guide to Use Texera](https://github.com/Texera/texera/wiki/Getting-Started).
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Expand Up @@ -11,7 +11,6 @@ import edu.uci.ics.amber.operator.cartesianProduct.CartesianProductOpDesc
import edu.uci.ics.amber.operator.dictionary.DictionaryMatcherOpDesc
import edu.uci.ics.amber.operator.difference.DifferenceOpDesc
import edu.uci.ics.amber.operator.distinct.DistinctOpDesc
import edu.uci.ics.amber.operator.download.BulkDownloaderOpDesc
import edu.uci.ics.amber.operator.dummy.DummyOpDesc
import edu.uci.ics.amber.operator.filter.SpecializedFilterOpDesc
import edu.uci.ics.amber.operator.hashJoin.HashJoinOpDesc
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new Type(value = classOf[RedditSearchSourceOpDesc], name = "RedditSearch"),
new Type(value = classOf[PythonLambdaFunctionOpDesc], name = "PythonLambdaFunction"),
new Type(value = classOf[PythonTableReducerOpDesc], name = "PythonTableReducer"),
new Type(value = classOf[BulkDownloaderOpDesc], name = "BulkDownloader"),
new Type(value = classOf[URLFetcherOpDesc], name = "URLFetcher"),
new Type(value = classOf[CartesianProductOpDesc], name = "CartesianProduct"),
new Type(value = classOf[FilledAreaPlotOpDesc], name = "FilledAreaPlot"),
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