Oracle Cloud Infrastructure 2025 AI Foundations Associate (1Z0-1122-25) E-Learning Training

The Oracle Cloud Infrastructure (OCI) AI Foundations Associate (1Z0-1122-25) training provides a comprehensive introduction to Artificial Intelligence (AI) and Machine Learning (ML) within Oracle Cloud.

This course is ideal for beginners and professionals who want to understand and apply AI in a cloud environment—without requiring extensive prior technical knowledge.

Why choose this training?

✔ Hands-on AI applications using Oracle Cloud Infrastructure
✔ Focus on Generative AI and Large Language Models (LLMs)
✔ Practical, business-focused learning
✔ Preparation for the official 1Z0-1122-25 certification exam

What you will learn

AI & Machine Learning Fundamentals

• Differences between AI, ML, and Deep Learning
• Core AI concepts and use cases
• How AI delivers business value

Machine Learning & Deep Learning

• Supervised vs. unsupervised learning
• Neural network basics
• Deep learning models:
  • CNNs
  • RNNs
  • LSTMs

Working with OCI AI Tools

• Overview of OCI AI services
• Using Oracle AI tools in practice
• Real-world cloud AI applications

Generative AI & Language Models

• Understanding Large Language Models (LLMs)
• Generative AI use cases
• Automation and intelligent workflows
• AI-driven decision making

OCI AI & ML Services

• OCI AI portfolio overview
• Machine learning services
• Enterprise AI solutions

Oracle 23ai & Select AI

• Introduction to Oracle 23ai innovations
• Using Select AI for data analysis
• Applying AI to real-world business challenges

Outcome

After completing this training, you will be able to:

✔ Understand AI and ML concepts
✔ Use OCI AI services effectively
✔ Apply generative AI in real scenarios
✔ Identify and implement AI solutions
✔ Prepare for the Oracle 1Z0-1122-25 certification exam

Who should attend?

• Beginners in AI and cloud
• IT professionals exploring AI
• Business professionals adopting AI
• Anyone starting an AI career

Demo Oracle Cloud Infrastructure 2025 AI Foundations Associate (1Z0-1122-25) Training

Course Outcome

Oracle Cloud Infrastructure AI Foundations Associate: Certification Overview

Course: 34 Minutes

• Course Overview
• The OCI AI Foundations Associate Exam
• Why OCI Certifications Matter
• The Oracle Database and Autonomous DB (ADB)
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Understanding AI and ML

Course: 38 Minutes

• Course Overview
• Introduction to Artificial Intelligence
• AI, ML, Deep Learning, and GenAI
• Structured and Unstructured Data
• Applications of AI
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Machine Learning

Course: 1 Hour, 41 Minutes

• Course Overview
• What Is Machine Learning?
• Email Spam and Ham
• Choosing the Right Machine Learning Problem Based on Data
• Supervised and Unsupervised Learning
• Linear Regression and Logistic Regression
• Decision Trees and Ensemble Learning
• Numeric and Categorical Data Types
• Numeric Data
• Representing Numeric Data
• Categorical Data
• Representing Categorical Data
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Working with Classification Models

Course: 1 Hour, 4 Minutes

• Course Overview
• Evaluating Classification Models
• Type of Classification
• Logistic Regression
• Support Vector Classifiers (SVC)
• Nearest Neighbors Classifiers
• SGD for Classification
• Decision Trees for Classification
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Working with Regression Models

Course: 1 Hour, 1 Minute

• Course Overview
• Regression
• Evaluating Regression Models
• Support Vector Regression (SVR)
• Nearest Neighbors Regression
• SGD for Regression
• Decision Trees for Regression
• Polynomial Regression
• Course Summary

Oracle Cloud Infrastructure AI Foundations: Ensemble & Reinforcement Learning

Course: 1 Hour, 14 Minutes

• Course Overview
• Ensemble Learning
• Ensemble Learning Base Learners
• Ensemble Learning Training Strategies
• Ensemble Learning Prediction Combinations
• Clustering
• Evaluating Clustering Models
• Reinforcement Learning
• Policy Search in Reinforcement Learning
• Reinforcement Learning Use Cases
• Course Summary

Oracle Cloud Infrastructure AI Foundations: ML Workflow & Recommendation Systems

Course: 1 Hour, 13 Minutes

• Course Overview
• Machine Learning Data Preparation
• Machine Learning Algorithms and Feature Engineering
• Machine Learning Training and Validation
• Machine Learning Deployment, Training, and Retraining
• Hyperparameter Tuning
• Introducing Recommendation Systems
• Collaborative Filtering and Content-Based Filtering
• Deep Learning Systems, Matrix Factorization, and Hybrid Systems
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Deep Learning

Course: 37 Minutes

• Course Overview
• Deep Learning Models
• Neurons for Linear and Non-Linear Learning
• Neural Network Training
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Using CNNs for Image Processing

Course: 42 Minutes

• Course Overview
• Image Recognition
• The Need for Image Pre-Processing
• Convolutional Neural Networks (CNNs)
• Convolutional Layers in CNNs
• Pooling Layers in CNNs
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Using RNNs for Natural Language Processing

Course: 49 Minutes

• Course Overview
• Recurrent Neural Networks
• Recurrent Neurons and Memory Cells
• Long Short-Term Memory (LSTM)
• Natural Language Processing
• RNN Architectures for Text Data
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Autoencoders and Transfer Learning

Course: 55 Minutes

• Course Overview
• Autoencoders for Representation Learning
• Autoencoder Architectures
• Transfer Learning
• Deep Learning Models for Images, Videos, Sequences
• Deep Learning Models for Generating Text, Audio, and Video
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: The Capabilities and Evolution of LLMs

Course: 1 Hour, 27 Minutes

• Course Overview
• Large Language Models (LLMs)
• Transformers
• The Timeline of Important LLMs
• The Evolution of LLMs and Their Capabilities
• Modern LLMs Features
• Modalities in Generative AI
• Applications of Generative AI
• Prompt Engineering Techniques
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Autoencoders and GANs

Course: 43 Minutes

• Course Overview
• What Is Generative AI?
• Autoencoders for Representation Learning
• Variational Autoencoders (VAEs)
• Generative Adversarial Networks (GANs)
• GAN Training Techniques
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: GPTs and Foundation Models

Course: 58 Minutes

• Course Overview
• What Is a Generative Pre-Trained Transformer (GPT)?
• Foundation Models
• Strategies for Using Foundation Models
• Foundation Model Pre-Training
• Foundation Model Supervised Fine-Tuning
• Foundation Model Reinforcement Learning from Human Feedback (RLHF)
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Fine-Tuning, RAGs, and LLM Parameters

Course: 1 Hour, 15 Minutes

• Course Overview
• Prompt Engineering Techniques
• Model Settings to Configure LLM Responses
• Model Settings to Control Creativity and Predictability
• Generative AI Model Parameters of High Importance
• Generative AI Model Parameters of Moderate and Low Importance
• Retrieval-Augmented Generation (RAG)
• Fine-Tuning
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Transformers and Their Architecture

Course: 1 Hour, 6 Minutes

• Course Overview
• A Quick Recap of RNNs
• RNN Vanishing and Exploding Gradients
• RNN Dependency, Parallelization, and Information Bottleneck Issues
• Attention in Language Models
• Transformer Structure and Inputs
• Transformer Multi-Head Self-Attention Layers
• Transformer Add & Norm and Masked Multi-Head Attention Layers
• Types of Transformer Models
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: The OCI AI Portfolio

Course: 59 Minutes

• Course Overview
• The OCI AI Portfolio
• The Oracle AI Stack
• OCI Generative AI
• Types of Foundation Models
• Dedicated AI Clusters
• Features of OCI Generative AI
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Oracle 23ai for Vector Search and RAG

Course: 1 Hour, 5 Minutes

• Course Overview
• Vector Search
• RAG and NL2SQL
• RAG and NL2SQL Architecture
• Important OCI Services for RAG
• RAG with Oracle Database 23ai and Select AI
• Select AI
• RAG with OCI OpenSearch
• The OCI Generative AI Agents Service
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: OCI Language, Vision, and Speech Services

Course: 1 Hour, 6 Minutes

• Course Overview
• OCI Language
• OCI Language Prebuilt Models
• OCI Language Custom Models
• OCI Speech
• OCI Speech Speech-to-Text
• OCI Speech Text-to-Speech
• OCI Vision
• OCI Vision Advanced Capabilities
• OCI Document Understanding
• Document Classification
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: OCI Pretrained Models for Language, Speech, and Vision

Course: 59 Minutes

• Course Overview
• Using Pretrained Natural Language Processing (NLP) Models
• Exploring Pretrained Models for Image Classification
• Applying Pretrained Models for Object, Face, and Text Detection
• Exploring OCI Generative AI in the Playground
• Configuring Generative AI Model Parameters
• Tuning Generative AI Model Parameters
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: OCI Select AI, Vector Search, and AI Agents

Course: 1 Hour, 43 Minutes

• Course Overview
• Creating an Autonomous Database for Select AI
• Creating Credentials and an AI Profile for Select AI
• Executing Natural Language Queries with Select AI
• Integrating Gemini with Select AI Queries
• Importing Embedding Models into Autonomous DB
• Generating Embeddings and Performing Vector Search
• Creating and Using Vector Indexes for Search
• Exploring RAG Architecture with OCI Generative AI Agents
• Setting Up Knowledge Base and Deploying AI Agent
• Creating an AI Agent with RAG Tool Integration
• Testing AI Agent Endpoint and Query Responses
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: Oracle Digital Assistant and OCI Data Science

Course: 1 Hour, 40 Minutes

• Course Overview
• Developing a Digital Assistant
• Training a Digital Assistant
• Forecasting on Oracle Cloud
• OCI Data Science Compute Options and Shapes
• OCI Data Science and the Machine Learning Workflow
• Oracle Machine Learning (OML)
• Machine Learning Workflow with OML
• Configuring Network Setups for OCI Data Science
• Creating Policies and Notebook Sessions in OCI
• Building and Training Models with Oracle ADS SDK
• Training and Saving a Regression Model to the OCI Model Catalog
• Course Summary

Oracle Cloud Infrastructure AI Foundations Associate: HeatWave AutoML and OCI AI Infrastructure

Course: 1 Hour, 10 Minutes

• Course Overview
• HeatWave AutoML
• OCI AI Infrastructure
• Bare Metal GPU Instances
• RDMA Cluster Networking
• OCI Supercluster
• OCI Accelerated Notebooks
• OCI Data Flow
• Responsible AI on OCI
• Course Summary