![]() If you enjoyed this article, then you’ll definitely want to read these, too: I got inspired by many articles when writing mine. For example, I need to create caves underground, villages, and create an algorithm that can combine chunks seamlessly. I learned many concepts along the way and I had a lot of fun. This article was just a fun project that I wanted to work on for more than a year. As said before, this can be used in machine learning to generate datasets that cover areas that are hard or expensive to cover using normal real-world data gathering. It makes generated content feel random yet artistic and structured. ![]() Procedural generation is a very powerful part of computer graphics. Warning: The code is very messy and undocumented. Here is a Jupyter notebook containing all the steps in the article in code. My Blender skills restrain me from visualizing the map in 3D with the trees :(. The same seed will always generate the same world. The world contains rivers, lakes, and oceans.Įvery world is defined by a seed.The world contains biomes, each spanning large horizontal areas, that define the nature of the space that the biome occupies.The world is 3-dimensional, discrete (comprised of blocks of unit size), bounded in the z-axis by 0 and 255, and unbounded is the x and y-axis.We first have to define how our world will be generated. In this article, I am going to try to replicate this in Python. I used to play Minecraft as a kid and I always wondered how does it generate never-ending worlds. Generating data procedurally can be easily adapted to the exact type of data needed. ![]() ![]() Training machine learning models requires huge datasets that can be difficult and costly to gather and process. It can help generate data that is hard to collect. Similarly, procedural generation plays an important role in machine learning. It helps generate random structures that do not have a “machine-like” feeling to them. It is used mostly in video games or in movies. Procedural generation is an important part of computer graphics. Minecraft, the best-selling game of all time, best known for its pixelated building blocks and infinite worlds, has an amazing procedurally generated terrain with caves, waters, and even different biomes. ![]()
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