Artificial Intelligence: From Fundamentals To Deep Learning

Learn about Artificial Intelligence, Deep Learning, Types of Learning, Machine Learning, Machine Learning, Black Box

What you'll learn

To understand the key concepts of artificial intelligence and its evolution.

Differentiate between artificial intelligence and human intelligence.

Identify the main types of learning in AI, such as supervised, unsupervised and reinforcement learning.

Explore the fundamentals of Deep Learning and its applications.

Understand the debate on explainability in AI and how it is applied in practice.

Analyze real use cases to apply the acquired knowledge.

Requirements

No previous knowledge in artificial intelligence is required.

Interest in technological development and innovation in AI.

Motivation to learn and apply basic AI concepts.

Description

Unlock the Power of Artificial Intelligence: From Fundamentals to Deep Learning! Are you fascinated by the rapid advancements in AI and want to understand how it’s reshaping industries and transforming the world? Whether you’re a beginner or have some prior experience, this course will take you on a comprehensive journey through the essential concepts, technologies, and applications of artificial intelligence.In this course, you'll learn how AI is applied across a range of industries—from music, art, and entertainment to healthcare, finance, and gaming. We’ll break down complex topics to make AI approachable, starting with the basics and gradually diving into more advanced subjects like machine learning and deep learning. You'll explore different types of learning, including supervised, unsupervised, and reinforcement learning, understanding how each plays a critical role in developing AI models that can solve real-world problems.The course will also introduce you to the cutting-edge field of Deep Learning, where you'll learn about neural networks and how they’re used to tackle complex tasks, such as image recognition and natural language processing. By the end of the course, you'll have not only a strong grasp of theoretical concepts but also practical skills to apply your AI knowledge to real projects.With interactive lessons, hands-on examples, and additional resources, this course is designed to be engaging and accessible. Whether you're looking to boost your career or simply gain a deeper understanding of AI, we’ll provide the tools and knowledge you need to thrive in the age of artificial intelligence. Join us today and start your journey into the future of technology!

Overview

Section 1: Welcome and Introduction

Lecture 1 Welcome & Introduction

Lecture 2 Course Content

Section 2: Definition of AI and Basic Concepts

Lecture 3 AI Basics

Lecture 4 The AI revolution

Section 3: AI Fundamentals

Lecture 5 Historical Evolution: Major Milestones

Lecture 6 Evolution of AI – Breakthrough in Image Generation

Section 4: AI vs. Human Intelligence

Lecture 7 AI vs. Human Intelligence

Section 5: AI Applications

Lecture 8 AI in Music

Lecture 9 Creating Music with AI

Lecture 10 AI in Medical Diagnostics

Lecture 11 AI in Games

Lecture 12 AI in Painting

Section 6: Types of Learning

Lecture 13 Supervised Learning - Part I

Lecture 14 Supervised Learning - Part II

Lecture 15 Supervised Learning Algorithms

Lecture 16 Unsupervised Learning

Lecture 17 Unsupervised Learning Algorithms

Lecture 18 Semi-supervised Learning

Lecture 19 Reinforcement Learning

Section 7: Deep Learning

Lecture 20 Deep Learning

Lecture 21 Deep Learning Models

Section 8: Black Box vs. Explainability

Lecture 22 Black Box vs. Explainability

Section 9: Use Case: Adesso

Lecture 23 Use Case: Adesso

Section 10: Congratulations!

Lecture 24 Congratulations

Anyone who want to learn the basics of artificial intelligence.,Those interested in exploring AI applications and capabilities.,People with no previous AI experience who are looking for a clear and comprehensive introduction.