High Frequency Algorithmic Trading has grown quickly due to advanced technology like deep learning. Concerns about its security and reliability have also increased. Automated trading methods have adapted to handle fast-changing data. The main control strategy in high frequency trading is called "market maker." This strategy helps regulate trading in the stock market. Different control strategies have been developed for high frequency algorithmic trading compared to traditional systems like air traffic control.