Multi-threading achieves concurrency within a single process, sharing the same memory space. Multi-processing, on the other hand, uses multiple processes with separate memory spaces. While both aim for parallelism, they compete as approaches to achieve concurrency, with multi-threading having lower overhead but more vulnerability to shared state issues, and multi-processing offering better isolation but higher overhead.