Overview

The Oracle Cloud Infrastructure (OCI) AI Foundations course aims to introduce beginners to AI and ML, with a specific focus on their practical applications within Oracle Cloud Infrastructure. You will 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. Learn about OCI Generative AI Services, Oracle 23ai Vector Database, and other OCI AI Services, such as vision, speech, language, and document understanding, using a structured approach that is both effective and engaging.

Skills Covered

  • Describe the fundamentals of Generative AI and 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, OCI ML Services, OCI Generative AI, Oracle 23ai, and Oracle Select AI

Prerequisites

There are no prerequisites required to attend this course.

Target Audience

Anyone who is interested can attend.

Course Curriculum

Module 1: Welcome to AI Foundations

  • Welcome to AI Foundations

Module 2: AI Foundations

  • Module Intro
  • Introduction to AI
  • AI – Tasks and Data
  • Demo: AI
  • AI vs ML vs DL
  • Skill Check: AI Basics

Module 3: Machine Learning Foundations

  • Module Intro
  • Introduction to Machine Learning
  • Supervised Learning – Regression
  • Supervised Learning – Classification
  • Demo: Introduction to Jupyter Notebooks
  • Demo: Basic Machine Learning Part – 1
  • Demo: Basic Machine Learning Part – 2
  • Unsupervised Learning
  • Reinforcement Learning
  • Skill Check: ML Basics

Module 4: Deep Learning Foundations

  • Module Intro
  • Introduction to Deep Learning
  • Deep Learning Models – Sequence Models
  • Deep Learning Models – CNN
  • Demo: Classification with Multilayer Perceptron
  • Skill Check: DL Basics

Module 5: Generative AI and LLM Foundations

  • Module Intro
  • Introduction to Generative AI
  • Introduction to Large Language Models
  • Transformers Part-1
  • Transformers Part-2
  • Prompt Engineering
  • Customize LLMs with Your Data
  • Skill Check: Gen AI Basics

Module 6: OCI AI Portfolio

  • Module Intro
  • AI Services Overview
  • ML Services Overview
  • AI Infrastructure
  • GPUs and Superclusters in OCI
  • Responsible AI
  • Demo: Data Science
  • Skill Check: OCI AI Portfolio

Module 7: OCI Generative AI Service

  • Module Intro
  • OCI Generative AI
  • Demo: OCI Generative AI
  • Vector Search
  • Select AI
  • Skill Check: OCI Gen AI Service

Module 8: OCI AI Services

  • Language Intro
  • Demo: Language
  • Speech Intro
  • Demo: Speech
  • Vision Intro
  • Demo: Vision
  • Document Understanding
  • Demo: Document Understanding
  • Skill Check: OCI AI Services

Dates & Locations

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Exam & Certification

Oracle Cloud Infrastructure 2025 Generative AI Professional Exam 1Z0-1127-25

Training & Certification Guide

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