Developing AI Applications: Beginner-Friendly Guide to Building AI Solutions from Scratch with No-Code Tools (Rheinwerk Computing)

Unlock the Power of AI: From No-Code Development to Python Programming!

Don't just watch AI change the world—be part of it. This practical guide will show you how to create your own AI solutions from scratch, even if you've never written a line of code. Move beyond experimenting with chatbots and explore key AI techniques like decision trees, convolutional layers, cluster analysis, and more. Through hands-on exercises and real-world projects, you’ll gain the skills needed to get started with AI development using popular tools such as KNIME, AutoKeras, ChatGPT, and DALL-E.

What You’ll Learn:

• AI for Beginners: Learn to build AI applications even if you have zero coding experience, with a step-by-step approach guiding you from no-code tools to programming with basic Python.
• AI Algorithms: Understand the theory behind neural networks, transfer learning, anomaly detection, reinforcement learning, text and image classification, and more. See how these techniques solve real-world problems.
• Practical AI Development: Get hands-on experience creating AI models, whether through code-free platforms or by coding with Python. Explore practical projects that include anomaly detection, text classification, and decision trees.
• Tools and Techniques: Install and use AI platforms like KNIME and Anaconda, and see how AutoML tools and libraries like XGBoost can enhance your applications.

Why This Book?

Empower yourself with AI skills that can open new career opportunities. With information on installing and using essential tools like KNIME and Python, you’ll start with no-code exercises and progress to more complex (but still beginner-friendly!) projects. The guide’s practical approach ensures that even if you’ve never coded before, you’ll learn to build AI applications that make a difference.

Get started on your AI journey today—take the first step toward becoming an AI creator!

Metin Karatas is an electrical and information technology engineer. He was the first person to teach AI when it was established as a subject in Bavarian schools and he’s a member of the AI curriculum commission in Bavaria. Metin also teaches programming, electrical engineering, project management, and other subjects at a technical school for vocational training. He is enthusiastic about researching cutting-edge technologies and combining theoretical understanding with practical experience.