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