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

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

Step into the world of AI with the Oracle Cloud Infrastructure 2025 AI Foundations Associate (1Z0-1122-25) Training—your gateway to understanding and applying artificial intelligence in the cloud.

This beginner-friendly course is designed for professionals who want to explore AI and machine learning without needing a deep technical background. You’ll build a strong foundation in key AI concepts while discovering how these technologies are transforming modern businesses through Oracle Cloud Infrastructure (OCI).

The journey begins with essential AI and ML fundamentals, helping you clearly understand the differences between artificial intelligence, machine learning, and deep learning. From there, you’ll dive into machine learning techniques such as supervised and unsupervised learning, and explore powerful deep learning models like CNNs, RNNs, and LSTMs.

You will also gain practical knowledge of OCI’s AI ecosystem, learning how to use its tools and services to build intelligent solutions. The course highlights the impact of generative AI and large language models, showing how they can streamline workflows and drive innovation.

Additionally, you’ll explore OCI AI solutions, including Machine Learning services and Generative AI capabilities, along with Oracle 23ai features like Select AI. By the end of the training, you’ll be equipped to apply AI-driven solutions to real-world business scenarios and take your first step toward AI certification.

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

Specificaties

Taal: Engels
Kwalificaties van de Instructeur: Gecertificeerd
Cursusformaat en Lengte: Lesvideo's met ondertiteling, interactieve elementen en opdrachten en testen
Lesduur: 21:53 uur
Voortgangsbewaking: Ja
Toegang tot Materiaal: 365 dagen
Technische Vereisten: Computer of mobiel apparaat, Stabiele internetverbindingen Webbrowserzoals Chrome, Firefox, Safari of Edge.
Support of Ondersteuning: Helpdesk en online kennisbank 24/7
Certificering: Certificaat van deelname in PDF formaat
Prijs en Kosten: Cursusprijs zonder extra kosten
Annuleringsbeleid en Geld-Terug-Garantie: Wij beoordelen dit per situatie
Award Winning E-learning: Ja

Tip! Zorg voor een rustige leeromgeving, tijd en motivatie, audioapparatuur zoals een koptelefoon of luidsprekers voor audio, accountinformatie zoals inloggegevens voor toegang tot het e-learning platform.