The AI Foundations course by LunarTech AI is a straightforward 11-hour program that introduces the basics of Artificial Intelligence and Machine Learning. It starts with an overview of essential concepts for 2024, explaining topics like supervised and unsupervised learning, as well as regression and classification. This course breaks down complex ideas into simple terms, making it easy for anyone to get started in AI.
As you move through the course, you'll learn about important ideas like the bias-variance trade-off, which helps improve prediction accuracy, and techniques to avoid overfitting and regularization, which make models more reliable. You'll also explore how to use linear regression for making predictions, along with an introduction to the top 10 machine learning algorithms. These lessons provide a solid understanding of what’s needed for effective data analysis and building models.
To put these skills into action, the course includes practical projects. You’ll work with real data, like analyzing Superstore sales, and build a movie recommendation system using MLOps. These projects let you apply what you've learned, helping you gain confidence in using AI tools and techniques.
Beyond the technical skills, the course also includes career advice. It covers how to start a career in data science with no prior experience and offers guidance on launching a tech startup. You’ll even get interview preparation tips to boost your job prospects. By the end, you'll have the skills and insights needed to get started or advance in AI, data science, or tech.
