Oracle Cioud 2023 -Oci Ai Foundations Associate 1Z0-1122-23

Artificial Intelligence(AI) Fundamentals /Machine Learning /Deep Learning/Gen-AI /OCI AI Infrastructure /OCI AI Services

What you'll learn

AI Concepts and Workloads

History of AI

Machine Learning Fundamentals

Deep Learning Fundamentals

Generative AI Fundamentals

Demo Lab on Machine Learning & Deep Learning

OCI AI Infrastructure

OCI AI Services

Quiz & Practice Tests

Requirements

Basic IT & OCI Experience , Course is designed for Beginners

Description

The Oracle Cloud Infrastructure AI Foundations Associate certification is designed for individuals who intend to demonstrate fundamental knowledge of Artificial Intelligence, Machine Learning, and related services provided by Oracle Cloud Infrastructure (OCI). This certification does not mandate candidates to have data science and software engineering experience, yet familiarity with OCI basics is beneficial. This credential serves as a foundation for other OCI role-based certifications like OCI Data Science Professional or OCI Digital Assistant Professional. The course will present you with a foundational understanding of AI. The course has several modules where you will be explained basic concepts around AI, Machine Learning, Deep Learning, Generative AI, Large Language Models (LLMs), and Oracle AI infrastructure and AI services.The Topics that will be covered are as follows:AI Concepts and WorkloadsUnderstand the fundamental AI concepts and workloadsMachine Learning and Deep LearningExplain the key concepts and terminologies of Machine LearningExplain the key concepts and terminologies of Deep LearningIdentify common Machine Learning typesGenerative AI and Large Language ModelsUnderstand the fundamentals of Generative AIExplain Large Language Model conceptsExplain the role of prompt engineering and fine-tuning in Generative AIOCI AI Infrastructure and ServicesDescribe OCI AI InfrastructureDescribe OCI AI Services

Overview

Section 1: Introduction

Lecture 1 Introduction about the Exam

Section 2: AI Concepts and Workloads

Lecture 2 AI Concepts & Workloads- Title

Lecture 3 What is AI ?

Lecture 4 History of AI

Lecture 5 Benefits of Artificial Intelligence (AI)

Lecture 6 Types of AI Workloads

Lecture 7 AI vs ML vs DL

Lecture 8 Quiz Time

Section 3: Machine Learning Foundations

Lecture 9 Machine Learning Title

Lecture 10 Machine Learning Topics for Certification

Lecture 11 Machine Learning - Real World Example

Lecture 12 Machine Learning - Key Terminologies

Lecture 13 What is Machine Learning ?

Lecture 14 Types of Machine Learning

Lecture 15 What is Supervised Machine Learning ?

Lecture 16 What is Classification in SML ?

Lecture 17 What is Regression in SML ?

Lecture 18 What is Unsupervised Machine Learning ?

Lecture 19 What is Re-inforcement Machine Learning

Lecture 20 What is a Jupyter Notebook

Lecture 21 Demo: Install Anaconda

Lecture 22 Demo: Understanding the IRIS Dataset

Lecture 23 Demo: Creating & Training your ML Model

Lecture 24 Machine Learning Quiz

Section 4: Deep Learning Foundations

Lecture 25 Deep Learning Title

Lecture 26 What is Deep Learning ?

Lecture 27 What is a Neural Network?

Lecture 28 Deep Learning Models

Lecture 29 What is a Transformer Model ?

Lecture 30 Demo: GANs - Deep Fake Video

Lecture 31 Demo- Creating & Training Deep Learning Model

Lecture 32 Deep Learning Quiz

Section 5: Generative AI Foundations

Lecture 33 Generative AI Title

Lecture 34 What is Generative AI ?

Lecture 35 Predictive AI vs Generative AI

Lecture 36 What is GPT ?

Lecture 37 GPT-3 vs GPT-4

Lecture 38 What is LLM ?

Lecture 39 What is Prompt Engineering ?

Lecture 40 GEN AI Quiz

Section 6: AI Infrastructure

Lecture 41 AI Infrastructure Title

Lecture 42 What is a GPU ?

Lecture 43 Demo: CPU Vs GPU

Lecture 44 What is OCI Supercluster

Lecture 45 What is OCI High Performance Compute

Lecture 46 What is RDMA Cluster Network

Lecture 47 AI Infra Quiz

Section 7: OCI AI Services

Lecture 48 OCI AI Services Title

Lecture 49 OCI Digital Assistant

Lecture 50 OCI Language

Lecture 51 Demo: OCI Language

Lecture 52 OCI Speech

Lecture 53 Demo: OCI Speech

Lecture 54 OCI Vision

Lecture 55 Demo: OCI Vision

Lecture 56 OCI Document Understanding

Lecture 57 Demo: OCI Document Understanding

Lecture 58 OCI AI Services Quiz

Section 8: Practice Test

Lecture 59 Practice Test Title

This certification is for candidates who have basic understanding of OCI and are interested to enter into the field of Artificial Intelligence (AI)