Gain a foundational understanding of Explainable AI (XAI): what it is, why it matters, key concepts, main techniques, and ethical considerations. This course is theory-focused, using clear explanations and quizzes to build your intuition about making AI systems more transparent and trustworthy.

Explore Airbnb listings in New York by cleaning, filtering, and visualizing data to identify optimal neighborhoods, prices, and listing types.

A beginner-friendly course designed to introduce developers to the essential concepts of project thinking, focusing on effective planning, decision-making, and teamwork within software development projects.

A comprehensive exploration of feature scaling, normalization, and data preprocessing techniques essential for effective machine learning. This course covers the mathematical foundations, intuition, practical implementation, and impact of various scaling methods on model performance.

Master the use of built-in SQL functions to manipulate strings, dates, numbers, logical values, nulls, and JSON data. This course provides a hands-on approach to understanding and applying SQL functions in real-world scenarios, enhancing your data querying and transformation skills.

Explore how geometry fundamentally changes in high-dimensional spaces and why these effects reshape the behavior of machine learning algorithms. Develop intuition for phenomena like the curse of dimensionality, concentration of measure, and distance collapse, and understand their impact on clustering, kNN, and embeddings.

An intermediate-level course introducing the core concepts, techniques, and practical skills for geospatial analysis using Python and key open-source libraries. Learn to work with vector and raster data, perform spatial operations, and visualize geographic information.

Master the essential Git workflows and best practices needed to contribute confidently to open source projects. This course guides you through forking, branching, syncing, making clean commits, handling pull requests, resolving conflicts, and understanding contribution guidelines. Learn how to collaborate effectively and make your mark in the open source community.

An introduction to creating well-structured and accessible HTML forms. Explore fundamental form elements, validation techniques, and best practices for ensuring accessibility. Learn how to design forms that are both functional and user-friendly, as they are essential components of any interactive website.

Build a strong foundation in social media management with Hootsuite. Explore tools for scheduling content, monitoring engagement, analyzing performance, and optimizing strategy. Leverage built-in AI features, streamline team collaboration, and integrate third-party apps to enhance workflow and results.

Dive deep into the inner workings of Python by exploring how the interpreter parses, compiles, and executes your code. This course demystifies the Python execution model, revealing the mechanisms behind variables, functions, memory management, and more. Perfect for those who know Python basics and want to understand what happens behind the scenes.

Discover how to build modern web applications using Angular, one of the most powerful frontend frameworks. You'll start with the core concepts, set up your development environment, and gradually move on to building dynamic, interactive components. Along the way, you'll work with directives, services, routing, and the latest approach with Standalone Components. With each step, you'll gain practical skills to confidently develop and organize Angular applications following industry best practices.

Explore the foundational principles, risks, and best practices of cloud security. This course provides a comprehensive overview of how organizations protect data, applications, and infrastructure in cloud environments, using real-world case studies and conceptual frameworks.

Explore essential tools and techniques for professional video editing with Adobe Premiere Pro. Master the interface, organize projects, and refine your editing skills with timeline tools, transitions, and sound mixing. Gain hands-on experience with text templates, subtitles, proxies, and multi-camera editing to create high-quality videos for any platform.

Reinforcement Learning (RL) is a powerful branch of machine learning focused on training intelligent agents through interaction with their environment. In this course, you'll learn how agents gradually discover effective behaviors through trial and error. Beginning with core concepts like Markov decision processes and multi-armed bandits, you'll work your way through dynamic programming, Monte Carlo methods, and temporal difference learning.