The usage of AI technology is widespread today across many industries. It has enabled everyone to experience amazing breakthroughs and given corporations an advantage. One of the crucial components that play a crucial part in effectively processing algorithms is hardware accelerator systems for artificial intelligence and machine learning. An international conference on artificial intelligence and machine learning will discuss more developments and breakthroughs. With this beginner's tutorial, we seek to demystify machine learning technology while providing an in-depth glimpse into these key systems utilized for artificial intelligence and machine learning applications. Understanding their inner workings is necessary for completely comprehending machine learning technology.