Welcome to Data
Science
·
Course Overview
Introduction
and Configuration
·
OCI Data Science Introduction
·
ADS SDK Overview
·
Tenancy Configuration Basics
·
Configure a Tenancy with OCI Resource Manager
·
Networking for Data Science
·
Authenticate to OCI APIs
Workspace Design
and Setup
·
How to Work with JupyterLab
·
Conda Environment: Overview
·
Data Science Conda Environments
·
Manage Conda Environments
·
OCI Vault - Introduction
·
Using OCI Vault in OCI Data Science
·
Code Repositories Git
Machine Learning
Lifecycle
·
ML Lifecycle
·
Access Data
·
Data Preprocessing
·
Introduction to Feature Types
·
Custom Feature Types
·
Data Visualization
·
Model Training
·
Oracle AutoML - Introduction
·
Hyperparameter Tuning - ADSTuner
·
Model Evaluation
·
Model Explanations: Global Explainer
·
Model Explanations: Local Explainer
·
Model Catalog Overview
·
Serialization and Managing Models
·
Model Deployment
MLOps
Practices
·
MLOps Architecture
·
Data Science Jobs
·
Monitoring Logging
Related OCI Services
·
Spark Applications, Data flow, and Data science
·
Oracle Open Data
·
OCI Data Labeling
·
AI Perceptual Services
·
AI Decision Services