Because of the nature of the industry, this field is pretty opaque. There are not any publicly available resources that will give you a guide of how to build a profitable high frequency trading system from scratch. If you are trying to learn in order to get a job in the industry, most companies who are hiring are looking for people with quantitative and/or technical skill sets, not necessarily someone who is very familiar with actual trading strategies. Insidermonkey experts made a article about everything you need to know about high-frequency trading.
Finally, when it comes to algorithmic trading, keep in mind that this is a different problem than high-frequency trading. Algorithmic trading can refer to execution algorithms to buy 1,000,000 shares of a stock efficiently throughout the day. One resource that We found helpful in this area -- and there others, to be sure -- are papers by Robert, who is one of the top experts in the industry on high-frequency trading but is also an academic. You can also read our article on the 10 biggest FMCG companies in the world
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