AI & Machine Learning From Scratch: Build Real-World Models

About this course

Artificial Intelligence (AI) and Machine Learning (ML) are transforming software development, cybersecurity, healthcare, and modern startups. However, most online courses only teach how to use AI tools or APIs, without explaining how AI systems actually work.This course is designed to change that.In this practical, project-based AI & Machine Learning course, you will learn how to build real AI models from scratch, understand the internal logic behind Machine Learning algorithms, and deploy trained models into real applications. This course does not depend on ChatGPT, Gemini, or pre-trained AI APIs. Instead, you will learn how AI is built, trained, evaluated, and used in real-world systems.The course begins with a clear explanation of Artificial Intelligence, Machine Learning, and Deep Learning, helping you understand where and how each is used in industry. You will then learn Python for AI, including NumPy, Pandas, and data handling techniques that are essential for Machine Learning.As you progress, you will implement core Machine Learning algorithms from scratch, such as regression, classification, optimization techniques, and model evaluation. You will gain a deep understanding of how models learn from data, how loss functions work, and how performance is improved.A major focus of this course is image-based AI. You will work with real image datasets using OpenCV and PyTorch, learning how computers process images and how neural networks learn visual patterns. You will also explore the basics of Deep Learning and neural network training in a practical and easy-to-understand way.Beyond training models, this course focuses on the real-world deployment of models. You will learn how to save models, expose them using REST APIs, and integrate AI into web or mobile applications. Important topics such as overfitti

Course objectives

• build real-world AI models from scratch
• gain a deep understanding of machine learning algorithms and their evaluation
• learn how to integrate AI into web and mobile applications