You can use Perlin Noise for the generation of the terrain, here is how the biomes in Minecraft work. As you can see he uses a heatmap in combination with a rainmap to create the biomes.

You can use Perlin Noise for the generation of the terrain, here is how the biomes in Minecraft work. As you can see he uses a heatmap in combination with a rainmap to create the biomes.