A Basic Course in Machine Learning for All

"Foundation of Machine Learning is a beginner-friendly course specifically designed for individuals with no engineering background. This course aims to introduce non-engineers to the core concepts of machine learning in a simple and accessible manner. Students will learn the basics of machine learning, focusing on practical applications and real-world scenarios.• To gain foundational knowledge in data science and machine learning, including understanding types of data, basic principles of machine learning algorithms, and their applications.Understand basic concepts of data and machine learning• To develop the skill of translating real-world challenges into machine learning problems, suitable for different applications across various industries.Apply user-friendly tools to visualize data and develop machine learning models to solve simple real world problems• To acquire practical skills in using accessible tools for data visualization and to build basic machine learning models for solving simple real-world problems.• Assess and reflect on the societal, ethical, and legal consequences linked with AI and machine learning technologies."

Week 1: Introduction to Machine LearningWeek 2: Data and its importanceWeek 3: Supervised LearningWeek 4: Unsupervised LearningWeek 5: Evaluation and InterpretationWeek 6: Future Trends and Responsible AIWeek 7: Final project

Syllabus page