When your dataset is small, your problems are usually big. I still remember the first time I trained a machine learning model on a dataset with fewer than 1,000 rows. I followed all the “best practices” — cross-validation, feature scaling, hyperparameter tuning — and yet the results were disappointing. If you’ve worked with real-world data, this probably sounds familiar. Most datasets are not massive. They’re messy, limited, and expensive to collect. That’s where TabPFN comes in — a powerful approach designed specifically for small tabular datasets . The Problem with Small Datasets Most machine learning tutorials assume you have: Tens of thousands of samples Enough data for train, validation, and test splits Room for trial and error In reality, we often deal with: 300 medical records 800 customer profiles 500 survey responses With small datasets, models overfit easily, tuning becomes unstable, and deep learning usually fails. TabPFN was built ...
Overview Introduction Understanding React Icons Getting Started with React Icons Exploring Icon Libraries Customising React Icons Advanced Techniques Best Practices Conclusion Introduction In the ever-evolving world of web development, crafting user-friendly and visually appealing interfaces is paramount. One crucial element in this pursuit is the use of icons. Icons serve as visual cues, enhancing the user experience, guiding navigation, and adding aesthetic charm to your web applications. However, incorporating icons into your projects can be a daunting task, especially when working with complex frameworks like React. Enter React Icons, a powerful and versatile solution that simplifies the integration of icons into your React applications. Whether you're a seasoned developer or just starting your journey in web development, mastering React Icons is a valuable skill that can take your projects to the next level. In this comprehensive guide, we'll embark on a journey to demy...