Merge pull request #904 from oracle-devrel/data-science-and-ml-vat

data-science-and-ml content update

Author: pozbozkurt

data-platform/data-science-and-ml/README.md

@@ -2,7 +2,7 @@
 
 The Data Science and Machine Learning section covers the tools and services under the broader Oracle Artificial Intelligence / Machine Learning / Data Science platform targeted at Data Science personas.
 
-Reviewed: 2024.03.08
+Reviewed: 2024.03.20
 
 
 # License

data-platform/data-science-and-ml/oracle-data-science-service/README.md

@@ -4,7 +4,7 @@ This page covers Oracle Cloud Infrastructure (OCI) Data Science Service.
 
 Oracle Cloud Infrastructure (OCI) Data Science is a fully-managed platform for teams of data scientists to build, train, deploy, and manage machine learning models using Python and open source tools. Use a JupyterLab-based environment to experiment and develop models. Scale up model training with NVIDIA GPUs and distributed training. Take models into production and keep them healthy with MLOps capabilities, such as automated pipelines, model deployments, and model monitoring.
 
-Reviewed: 2024.03.08
+Reviewed: 2024.03.20
 
 
 # Table of Contents
@@ -21,22 +21,6 @@ Reviewed: 2024.03.08
 - [What is synthetic data?](https://blogs.oracle.com/ai-and-datascience/post/what-is-synthetic-data)
 - [Using APEX to apply trained Data Science models](https://blogs.oracle.com/ai-and-datascience/post/yolov5-models-in-apex-using-oracle-data-science)
 - [Integrating GenAI, RAG, and LangChain](https://www.linkedin.com/posts/luigi-saetta_ai-genai-llm-activity-7127218835404795905-6vvi?utm_source=share&utm_medium=member_desktop)
-
-
-# Useful Links
-
-- [Oracle Data Science Homepage](https://www.oracle.com/uk/artificial-intelligence/data-science/)
-- [Oracle Data Science on YouTube](https://www.youtube.com/playlist?list=PLKCk3OyNwIzv6CWMhvqSB_8MLJIZdO80L)
-- [Oracle Data Science on Oracle Blogs](https://blogs.oracle.com/ai-and-datascience/)
-- [Oracle Data Science on GitHub](https://github.com/oracle-samples/oci-data-science-ai-samples)
-- [Oracle Data Science on Oracle LiveLabs](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/livelabs-workshop-cards?p100_role=16&clear=100&session=11626256508663)
-- [Oracle Data Science Service Documentation](https://docs.oracle.com/en-us/iaas/data-science/using/data-science.htm)
-- [Oracle Data Science ADS SDK Documentation](https://accelerated-data-science.readthedocs.io/en/latest/index.html)
-- [Oracle Data Science AutoMLx SDK Documentation](https://docs.oracle.com/en-us/iaas/tools/automlx/latest/html/multiversion/v23.1.1/index.html)
-
-
-# Reusable Assets
-
 - [Create and Publish a Custom Conda environment](https://github.com/bobpeulen/oracle_data_science_examples/blob/main/Custom_Conda_Run_Jobs_Examples.ipynb)
 - [Integrate Generative AI with LangChain](https://github.com/luigisaetta/langchain_oracle)
 - [OCI Speech demos from OCI Data Science](https://github.com/luigisaetta/oci-speech-demos)
@@ -51,6 +35,18 @@ Reviewed: 2024.03.08
 - [Running Stable Diffusion XL using OCI Data Science](https://github.com/bobpeulen/stable_diff)
 
 
+# Useful Links
+
+- [Oracle Data Science Homepage](https://www.oracle.com/uk/artificial-intelligence/data-science/)
+- [Oracle Data Science on YouTube](https://www.youtube.com/playlist?list=PLKCk3OyNwIzv6CWMhvqSB_8MLJIZdO80L)
+- [Oracle Data Science on Oracle Blogs](https://blogs.oracle.com/ai-and-datascience/)
+- [Oracle Data Science on GitHub](https://github.com/oracle-samples/oci-data-science-ai-samples)
+- [Oracle Data Science on Oracle LiveLabs](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/livelabs-workshop-cards?p100_role=16&clear=100&session=11626256508663)
+- [Oracle Data Science Service Documentation](https://docs.oracle.com/en-us/iaas/data-science/using/data-science.htm)
+- [Oracle Data Science ADS SDK Documentation](https://accelerated-data-science.readthedocs.io/en/latest/index.html)
+- [Oracle Data Science AutoMLx SDK Documentation](https://docs.oracle.com/en-us/iaas/tools/automlx/latest/html/multiversion/v23.1.1/index.html)
+
+
 # License
 
 Copyright (c) 2024 Oracle and/or its affiliates.

data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-enhance-data-with-gan/LICENSE

@@ -0,0 +1,35 @@
+Copyright (c) 2024 Oracle and/or its affiliates.
+
+The Universal Permissive License (UPL), Version 1.0
+
+Subject to the condition set forth below, permission is hereby granted to any
+person obtaining a copy of this software, associated documentation and/or data
+(collectively the "Software"), free of charge and under any and all copyright
+rights in the Software, and any and all patent rights owned or freely
+licensable by each licensor hereunder covering either (i) the unmodified
+Software as contributed to or provided by such licensor, or (ii) the Larger
+Works (as defined below), to deal in both
+
+(a) the Software, and
+(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if
+one is included with the Software (each a "Larger Work" to which the Software
+is contributed by such licensors),
+
+without restriction, including without limitation the rights to copy, create
+derivative works of, display, perform, and distribute the Software and make,
+use, sell, offer for sale, import, export, have made, and have sold the
+Software and the Larger Work(s), and to sublicense the foregoing rights on
+either these or other terms.
+
+This license is subject to the following condition:
+The above copyright notice and either this complete permission notice or at
+a minimum a reference to the UPL must be included in all copies or
+substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-enhance-data-with-gan/README.md

@@ -0,0 +1,24 @@
+# ODS - Sample R code
+ 
+This files cover code snippets for OCI Data Science, for enhancing data with GAN (Generative Adversarial Networks).
+
+Reviewed: 2024.03.20
+ 
+
+# When to use this asset?
+
+Use this asset as support material when working with OCI Data Science, for enhancing data with GAN (Generative Adversarial Networks).
+
+
+# How to use this asset?
+
+This asset is provided as general purpose material. Please tailor the content according to your context and needs.
+
+
+# License
+ 
+Copyright (c) 2024 Oracle and/or its affiliates.
+ 
+Licensed under the Universal Permissive License (UPL), Version 1.0.
+ 
+See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.

data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-enhance.data.with.gan.ipynb renamed to data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-enhance-data-with-gan/ods-enhance.data.with.gan.ipynb

@@ -0,0 +1,35 @@
+Copyright (c) 2024 Oracle and/or its affiliates.
+
+The Universal Permissive License (UPL), Version 1.0
+
+Subject to the condition set forth below, permission is hereby granted to any
+person obtaining a copy of this software, associated documentation and/or data
+(collectively the "Software"), free of charge and under any and all copyright
+rights in the Software, and any and all patent rights owned or freely
+licensable by each licensor hereunder covering either (i) the unmodified
+Software as contributed to or provided by such licensor, or (ii) the Larger
+Works (as defined below), to deal in both
+
+(a) the Software, and
+(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if
+one is included with the Software (each a "Larger Work" to which the Software
+is contributed by such licensors),
+
+without restriction, including without limitation the rights to copy, create
+derivative works of, display, perform, and distribute the Software and make,
+use, sell, offer for sale, import, export, have made, and have sold the
+Software and the Larger Work(s), and to sublicense the foregoing rights on
+either these or other terms.
+
+This license is subject to the following condition:
+The above copyright notice and either this complete permission notice or at
+a minimum a reference to the UPL must be included in all copies or
+substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-generate-synthetic-data/LICENSE

@@ -0,0 +1,24 @@
+# ODS - Sample R code
+ 
+This files cover code snippets for OCI Data Science, for generating synthetic data.
+
+Reviewed: 2024.03.20
+ 
+
+# When to use this asset?
+
+Use this asset as support material when working with OCI Data Science, for generating synthetic data.
+
+
+# How to use this asset?
+
+This asset is provided as general purpose material. Please tailor the content according to your context and needs.
+
+
+# License
+ 
+Copyright (c) 2024 Oracle and/or its affiliates.
+ 
+Licensed under the Universal Permissive License (UPL), Version 1.0.
+ 
+See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.

data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-generate-synthetic-data/README.md

@@ -0,0 +1,35 @@
+Copyright (c) 2024 Oracle and/or its affiliates.
+
+The Universal Permissive License (UPL), Version 1.0
+
+Subject to the condition set forth below, permission is hereby granted to any
+person obtaining a copy of this software, associated documentation and/or data
+(collectively the "Software"), free of charge and under any and all copyright
+rights in the Software, and any and all patent rights owned or freely
+licensable by each licensor hereunder covering either (i) the unmodified
+Software as contributed to or provided by such licensor, or (ii) the Larger
+Works (as defined below), to deal in both
+
+(a) the Software, and
+(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if
+one is included with the Software (each a "Larger Work" to which the Software
+is contributed by such licensors),
+
+without restriction, including without limitation the rights to copy, create
+derivative works of, display, perform, and distribute the Software and make,
+use, sell, offer for sale, import, export, have made, and have sold the
+Software and the Larger Work(s), and to sublicense the foregoing rights on
+either these or other terms.
+
+This license is subject to the following condition:
+The above copyright notice and either this complete permission notice or at
+a minimum a reference to the UPL must be included in all copies or
+substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-generate.synthetic.data.ipynb renamed to data-platform/data-science-and-ml/oracle-data-science-service/code-assets/ods-generate-synthetic-data/ods-generate.synthetic.data.ipynb

@@ -0,0 +1,24 @@
+# ODS - Sample R code
+ 
+This files cover code snippets for OCI Data Science, for jobs with ADS.
+
+Reviewed: 2024.03.20
+ 
+
+# When to use this asset?
+
+Use this asset as support material when working with OCI Data Science, for jobs with ADS.
+
+
+# How to use this asset?
+
+This asset is provided as general purpose material. Please tailor the content according to your context and needs.
+
+
+# License
+ 
+Copyright (c) 2024 Oracle and/or its affiliates.
+ 
+Licensed under the Universal Permissive License (UPL), Version 1.0.
+ 
+See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.