Oracle Cloud Infrastructure AI Foundations Cert Prep

Course details

Get up and running with AI and machine learning in Oracle Cloud Infrastructure (OCI). This course from Oracle University is designed to introduce beginners to practical applications of AI available in OCI. 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. Along the way, explore specific OCI tools and services, including OCI Generative AI, Oracle Database 23ai, and other OCI services, such as vision, speech, language, and document understanding.

Learning objectives
Describe the fundamentals of generative AI and large language models (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, including OCI Generative AI and Oracle Database 23ai.

Concepts

0. Introduction

01 - Welcome to AI foundations

1. AI Foundations

02 - Module introduction
03 - Introduction to AI
04 - AI - Tasks and data
05 - Demo - AI
06 - AI vs. ML vs. DL

2. Machine Learning Foundations

07 - Module introduction
08 - Introduction to machine learning
09 - Supervised learning - Regression
10 - Supervised learning - Classification
11 - Demo - Introduction to Jupyter Notebooks
12 - Demo - Basic machine learning - Part one
13 - Demo - Basic machine learning - Part two
14 - Unsupervised learning
15 - Reinforcement learning

3. Deep Learning Foundations

16 - Module introduction
17 - Introduction to deep learning
18 - Deep learning models - Sequence models
19 - Deep learning models - CNN

4. Generative AI and LLM Foundations

20 - Module introduction
21 - Introduction to generative AI
22 - Introduction to large language models
23 - Transformers - Part one
24 - Transformers - Part two
25 - Prompt engineering
26 - Customize LLMs with your data

5. OCI AI Portfolio

27 - Module introduction
28 - AI services overview
29 - ML services overview
30 - AI infrastructure overview
31 - GPUs and superclusters in OCI
32 - Responsible AI

6. OCI Generative AI Service

33 - Module introduction
34 - OCI generative AI
35 - Demo - OCI generative AI
36 - Vector search
37 - Select AI

7. OCI AI Services

38 - Language introduction
39 - Demo - Language
40 - Speech introduction
41 - Demo - Speech
42 - Vision introduction
43 - Demo - Vision
44 - Document understanding
45 - Demo - Document understanding
46 - Oracle AI APIs and SDKs
47 - Demo - Data science

Conclusion

48 - Prepare for the OCI AI Foundations Associate certification