Oracle Cloud Infrastructure AI Foundations Cert Prep

Course details

Get up and running with AI and machine learning in Oracle Cloud Infrastructure (OCI). This course from Oracle University is designed to introduce beginners to practical applications of AI available in OCI. Gain a comprehensive overview of the AI landscape, the fundamentals of deep learning, and the role of generative AI and large language models (LLMs) in modern computing. Along the way, explore specific OCI tools and services, including OCI Generative AI, Oracle Database 23ai, and other OCI services, such as vision, speech, language, and document understanding.

Learning objectives
Describe the fundamentals of generative AI and large language models (LLMs).
Differentiate between various machine learning and deep learning architectures.
Explore the Oracle AI stack, including infrastructure, data, ML, and AI services.
Describe OCI’s extensive AI tools portfolio and generative AI services.
Analyze ML fundamentals, focusing on supervised and unsupervised learning techniques.
Examine deep learning through convolutional and sequence models such as CNNs, RNNs, and LSTMs.
Evaluate the capabilities and applications of generative AI models and language frameworks.
Leverage OCI AI services, including OCI Generative AI and Oracle Database 23ai.

Concepts

Introduction

Welcome to AI foundations

AI Foundations

Module introduction
Introduction to AI
AI - Tasks and data
Demo - AI
AI vs. ML vs. DL

Machine Learning Foundations

Module introduction
Introduction to machine learning
Supervised learning - Regression
Supervised learning - Classification
Demo - Introduction to Jupyter Notebooks
Demo - Basic machine learning - Part one
Demo - Basic machine learning - Part two
Unsupervised learning
Reinforcement learning

Deep Learning Foundations

Module introduction
Introduction to deep learning
Deep learning models - Sequence models
Deep learning models - CNN

Generative AI and LLM Foundations

Module introduction
Introduction to generative AI
Introduction to large language models
Transformers - Part one
Transformers - Part two
Prompt engineering
Customize LLMs with your data

OCI AI Portfolio

Module introduction
AI services overview
ML services overview
AI infrastructure overview
GPUs and superclusters in OCI
Responsible AI

OCI Generative AI Service

Module introduction
OCI generative AI
Demo - OCI generative AI
Vector search
Select AI

OCI AI Services

Language introduction
Demo - Language
Speech introduction
Demo - Speech
Vision introduction
Demo - Vision
Document understanding
Demo - Document understanding
Oracle AI APIs and SDKs
Demo - Data science

Conclusion

Prepare for the OCI AI Foundations Associate certification