Merge branch 'main' into oig-user-lifecycle-notification

Author: oheimburger

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

@@ -1,5 +1,10 @@
 # Data Science and Machine Learning
 
+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
+
+
 # License
 
 Copyright (c) 2024 Oracle and/or its affiliates.

data-platform/data-science-and-ml/art-of-possible-demos/assets-by-demo/README.md

@@ -1,15 +1,29 @@
 # Oracle Data Science Service
 
-This page is covering Oracle Cloud Infrastructure (OCI) Data Science Service.
+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.
 
-## Table of Contents
- 
-1. [Useful Links](#useful-links)
-2. [Reusable Assets](#reusable-assets)
+Reviewed: 2024.03.08
 
-## Useful Links
+
+# Table of Contents
+
+1. [Team Publications](#team-publications) 
+2. [Useful Links](#useful-links)
+3. [Reusable Assets](#reusable-assets)
+
+
+# Team Publications
+
+- [Object Detection and Yolov8 on Oracle Cloud](https://medium.com/the-modern-scientist/object-detection-and-yolo-v8-on-oracle-cloud-dc0380345915)
+- [Generative AI: how to control the creativity of your Large Language Model](https://luigi-saetta.medium.com/generative-ai-how-to-control-the-creativity-of-your-large-language-model-c7b0322b4c3d)
+- [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)
@@ -21,6 +35,22 @@ Oracle Cloud Infrastructure (OCI) Data Science is a fully-managed platform for t
 - [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)
+- [Fine tune OpenAI Whisper using Jobs](https://github.com/luigisaetta/train-large-models)
+- [Airplane Detector using Custom trained Ultralytics YOLO V8 model](https://github.com/luigisaetta/airplane_detector)
+- [Store and Deploy DeepFace, a Face Recognition model on OCI Data Science](https://github.com/bobpeulen/oracle_data_science_examples/blob/main/deepface_oda_v3.ipynb)
+- [Store and Deploy GPT2 on OCI Data Science](https://github.com/bobpeulen/model_deployment/blob/main/deploying_gpt2.ipynb)
+- [Example of Storing and Deploying model from HuggingFace - RobertaBase](https://github.com/bobpeulen/model_deployment/blob/main/roberta_base_sentiment_deployed%20(1).ipynb)
+- [Invoke a Model Deployment in OCI Data Science using OCI Functions](https://github.com/bobpeulen/oracle_data_science_examples/blob/main/functions_invoke_md.py)
+- [Analyze Tweets (Twitter / X) using OCI Data Science and AI Language](https://github.com/bobpeulen/oracle_data_science_examples/blob/main/twitter_feed_sentiment.ipynb)
+- [Run Speech to Text on many recordings using Whisper on OCI Data Science as one Job](https://github.com/bobpeulen/oracle_data_science_examples/blob/main/speech_to_text_qdrant_vector_db.ipynb)
+- [Running Stable Diffusion XL using OCI Data Science](https://github.com/bobpeulen/stable_diff)
+
+
 # License
 
 Copyright (c) 2024 Oracle and/or its affiliates.