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

De Oracle Cloud Infrastructure (OCI) AI Foundations Associate (1Z0-1122-25) training biedt een krachtige en toegankelijke introductie tot Artificial Intelligence (AI) en Machine Learning (ML) binnen de Oracle Cloud.

Deze opleiding is speciaal ontworpen voor beginners en professionals die AI willen begrijpen én toepassen in een cloudomgeving — zonder dat uitgebreide technische voorkennis vereist is.

Wat maakt deze training uniek?

✔ Praktische AI-toepassingen binnen Oracle Cloud Infrastructure
✔ Focus op moderne technologieën zoals Generative AI en Large Language Models (LLM’s)
✔ Direct toepasbare kennis voor business en IT
✔ Ideale voorbereiding op het officiële 1Z0-1122-25 certificeringsexamen

Wat leert u?

AI & Machine Learning Fundamentals

• Verschil tussen AI, Machine Learning en Deep Learning
• Overzicht van AI-concepten en toepassingen
• Inzicht in hoe AI waarde creëert binnen organisaties

Machine Learning & Deep Learning Basics

• Supervised en unsupervised learning
• Introductie tot neurale netwerken
• Deep learning modellen zoals:
  • CNN (Convolutional Neural Networks)
  • RNN (Recurrent Neural Networks)
  • LSTM (Long Short-Term Memory)

Werken met OCI AI Tools

• Introductie tot OCI AI services
• Gebruik van AI-tools binnen Oracle Cloud
• Praktische toepassingen in real-world scenario’s

Generative AI & Language Models

• Wat zijn Large Language Models (LLM’s)?
• Toepassingen van generatieve AI
• Automatisering van processen met AI
• AI inzetten voor content, analyse en besluitvorming

OCI AI & Machine Learning Services

• Overzicht van OCI AI services
• Machine Learning services binnen OCI
• AI-oplossingen voor bedrijfsprocessen

Oracle 23ai & Select AI

• Introductie tot Oracle 23ai database innovaties
• Gebruik van Select AI voor data-analyse
• Toepassen van AI op real-world business use cases

Resultaat

Na deze training kunt u:

✔ AI en ML concepten begrijpen en uitleggen
✔ OCI AI services effectief gebruiken
✔ Generative AI toepassen in praktijk
✔ AI-oplossingen herkennen en implementeren
✔ Voorbereid het Oracle 1Z0-1122-25 examen afleggen

Voor wie is deze training?

• Beginners in AI en cloud
• IT-professionals die AI willen begrijpen
• Business professionals die AI willen toepassen
• Iedereen die wil starten met AI in de cloud

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

Cursusinhoud

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