Oracle Machine Learning for Python, with Demos скачать в хорошем качестве

Oracle Machine Learning for Python, with Demos

We learned about the Oracle Machine Learning for Python and how it integrates the advantages of Python with the scalability and performance of Oracle Database while enabling Python functionality on database data as if they were native Python objects. Users transparently move from Python functions written for single core to overloaded functions leveraging database parallelism and scalability. Oracle Machine Learning for Python allows users to manipulate data in Oracle Database tables and views using Python syntax and functions, but translating Python functionality into SQL for in-database execution. Users develop and operationalize comprehensive scripts for analytical applications without leaving the Python environment. Directly integrate user-defined Python scripts into applications and dashboards by immediately invoking Python scripts from SQL. This drastically reduces time-to-market by eliminating porting Python code and developing custom infrastructure, while enabling immediate updates to application code. The Slides used in the presentation can be found in the Resources section below. Video highlights: 03:30 Oracle Machine Learning for Python Introduction 06:50 Traditional Python and Database Interaction 09:40 OML4Py Features 13:20 Demo of OML4Py in Zeppelin Notebooks 16:36 Demo of AutoML - Automatic Algorithm Selection 20:44 Demo of AutoML - Automatic Feature Selection 22:32 Demo of AutoML - Automatic Hyperparameter Tuning 26:55 Demo of In-Database Machine Learning algorithms 35:30 Demo of Transparency Layer 40:52 Demo of Overloaded Data Visualization functions 45:05 Demo of Data Stores 48:35 Demo of Embedded Python Execution 55:58 Demo of Creating user-defined functions in the Python repository 57:10 Demo of Scoring data and Building Models in parallel 1:12:50 Demo of returning Images from Embedded Python execution 1:15:40 Demo of SQL Developer creating and invoking Python scripts via SQL and PL/SQL 1:18:08 Q&A AskTOM Office Hours offers free, monthly training and tips on how to make the most of Oracle Database, from Oracle product managers, developers and evangelists. https://asktom.oracle.com/ Oracle Developers portal: https://developer.oracle.com/ Sign up for an Oracle Cloud trial: https://cloud.oracle.com/en_US/tryit