From Using Ai To Understanding It
Published 5/2025
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 4h 10m | Size: 3 GB
Machine Learning Concepts, NLP, Object Detection, GenAI, Prompt Engineering, Deployment, Ethical AI, Real-World Examples
What you'll learn
Understand core AI concepts
Learn the key terminology around AI
Understand supervised, unsupervised and reinforcement learning concepts
Discover Feature Engineering
Learn the steps to build an AI model
Differences between a supervised and unsupervised learning
A concrete example of unsupervised learning using k-means
Basics of neural networks and the deep learning notions
Introduction to Tensorflow as a library for building deep learning models
Introduction to computer vision
Understand object detection and data labeling
Discover Natural Language Processing (NLP)
Learn about Generative AI
Find the right Generative AI tool for your task
Text, image, audio and video generation
Prompt engineering tips and tricks
Understand APIs and how to expose an AI model through an API
Discover the cloud and AI cloud services
Understand AI Ethics principles
Discover fairness, transparency, accountability, privacy and reliability in AI systems
Explore ethical considerations and how to achive ethical AI
Real-world examples to form a solid understanding of the real AI adoption
Requirements
No programming experience needed, just a curiosity around the topic
Description
From Using AI to Understanding It was inspired by the many non-technical professionals who told me they wanted to better understand AI's capabilities and to truly grasp how AI works, so that they can use it in their careers and personal lives. You are an user of AI powered tools - now it's time to go deeper and figure out what's happening behind the scenes and what it means to integrate AI.Whether you're a tech enthusiast, a product manager, a department lead that wants to boost the team's productivity, but lacks prior understanding of what it means to adopt AI in production, or simply someone who wants to understand AI on a deeper level, this course will give you the knowledge you need.The concepts are presented in a clear, approachable way, so that you can understand them without coding experience.You'll explore different types of machine learning, learn how AI systems are trained using data, understand computer vision and NLP, so that you have a solid knowledge across diverse areas of AI. Using GenerativeAI can open so many possiblities that we will discover together. We will even dive deeper on how to compose the best prompt to get to the best results.We'll address deployments and cloud services so that you can know before hand what it would mean to use AI in your company, and we'll address AI ethical principles to set you on the right track for a responsible AI adoption.Through real-world examples, visual explanations, and easy-to-follow lessons, you'll develop a solid foundation that will enable you to fully understand AI's capabilities and implications.By the end of this course, you'll :Be able to speak confidently about how AI worksUnderstand the building blocks of modern AIKnow what goes into training a model - and why it mattersMake smarter decisions when working with or around AIBe ready to adopt AIIf you're ready to lift the curtain behind the buzzwords, this course will give you the solid understanding that you've been looking for, and who knows, you may be that professional that makes a difference with AI.
Who this course is for
Anyone interested to understand Artificial Intelligence, what it is, how it works, how to adopt it and where it can be used
Product Managers that want to integrate AI into their projects
Business professionals that want to understand what AI can do for them
Anyone interested in how to make the most out of GenAI tools
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