Hi,<p>We've introduced some new features to Deep-ML designed specifically to help you master challenging topics more effectively.<p>One of these features is problem breakdown. With this capability, you can approach any complex machine learning problem by breaking it down into smaller, more manageable pieces. This approach makes it easier to pinpoint exactly where you're getting stuck, helping you to learn faster and solve problems more confidently. This feature is accessible to everyone on the daily question and available for all other questions with the premium subscription.<p>We've also added collections—a way to test your understanding of key concepts thoroughly. Collections help you determine if you truly grasp a topic by guiding you through carefully structured problems based on influential resources like the "Attention Is All You Need" paper or Andrej Karpathy's Micrograd tutorial. Completing these collections earns you badges, providing clear evidence of your knowledge and abilities—without needing a formal degree.<p>We'd love to hear your thoughts!