In this workshop, you will test drive Oracle Machine Learning on Oracle Autonomous Database. You will explore OML Notebooks by creating notebooks, setting interpreter bindings, and scheduling a notebook job. In the Introduction to OML4SQL lab, you will use the SQL API via notebooks to implement a short data science project that forecasts product sales using a time series model. In the Introduction to OML4Py lab, you will use the Python API to develop and evaluate a Decision Tree-based classifier and score data using it. In the next lab, Introduction to OML4R, you will use OML4R to create a proxy object, explore and prepare data, build and evaluate models, and use those models to score data. In the Introduction to OML AutoML UI lab, you will use the no-code user interface OML AutoML UI to run an experiment, which builds and ranks models, and deploy a Naive-Bayes classifier. You will also explore a notebook generated from a model produced by the experiment. Finally, in the Introduction to Oracle Machine Learning Services lab, you will score singleton and mini-batch records with a Naive-Bayes classifier and use the Cognitive Text feature to analyze a text string.
Agenda
- Introduction Oracle Machine Learning
- Lab:
- Use Oracle Machine Learning Notebooks
- Use Oracle Machine Learning for SQL
- Use Oracle Machine Learning for Python
- Use Oracle Machine Learning for R
- Use Oracle Machine Learning for AutoML UI
- Use Oracle Machine Learning Services
- Use the Conda Environment in Oracle Machine Learning Notebooks
- Q & A
Prerequisites
- Familiarity with Python, R, SQL languages
- Familiarity with REST APIs preferred but not required
- Familiarity with Databases is desirable, but not required
- Familiarity with Machine Learning concepts
NOTE: In order to access the session landing page, you will need to sign in with your oracle.com account. If you do not have one, you can create one here. A Join button will appear on the landing page 15 minutes prior the session (you may need to refresh the browser).
This curriculum is part of Cloud Customer Connect's series of live Workshops for OCI users, where architects and product managers provide technical deep dives, answer your questions, and deliver the latest updates.