Neural Network Projects with Python

Practicing on real-world datasets

Lastly, as machine learning practitioners, it is important to keep our skills sharp by practicing often. Kaggle is a website that hosts data science competitions by using real-world datasets. There are different levels of competitions, so beginners and experts can find something suitable for their level of ability. The type of dataset also varies from tabular data, images (computer vision problems), and text (NLP problems).

Kernels are perhaps one of the most useful features of Kaggle. Through Kaggle kernels, users can share their code and methods openly. This ensures reproducible results, and, often, you will learn a technique that you did not know about. Kaggle also provides a free cloud environment to ...