DATABRICKS GEN-AI DATA ENGINEERING

Lecture Plan

1. Introduction to Machine Learning
2. Generative AI Definition
3. Introduction to Natural Language Processing
4. Large Language Models
• Architecture
• Training Process
• Usage
• Capabilties
• Limitations

,Introduction to Machine
Learning

,AI Terminology: Artificial Intelligence
• Artificial Intelligence or AI is a subfield of computer
science that enables machines to mimic human
behaviours,
Artificial Intelligenc
• It creates intelligent systems that can perform tasks that
typically require human intelligence, such as visual
perception, speech recognition, decision-making, …

• AI Terminology:
• Machine Learning
• Deep Learning
• Reinforcement Learning
• Natural Language Processing
• Generative AI
• …

, AI Terminology: Machine Learning

[Authur Samuel 1959]: Machine learning is a subfield of
Artificial Intelligence that gives Computers the Ability to Artificial Intelligenc
Learn from Data, without being explicitly programmed.
Machine Learning
Machine Learning algorithms construct predictive models
by learning from a large number of training examples.

By using machine learning, the computer can learn to
recognize patterns and make decisions based on data,
without requiring explicit programming instructions for
every possible scenario.