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Developing trading strategies

Posted by Rosit on July 15, 2024, 4:21 am

What are the main AI technologies used in algorithmic trading and how do they help in developing better trading strategies? Can you give examples of successful application of machine learning to increase profits in trading?

Re: Developing trading strategies

Posted by Landas on July 15, 2024, 5:02 am, in reply to "Developing trading strategies"

AI technologies have revolutionized algorithmic trading by enabling the development of sophisticated and effective trading strategies. Today, there is an AI trading bot - https://algosone.ai/ai-trading/ that will help you minimize risks. Algorithms are trained on historical market data with known outcomes (labels) to predict future market movements. Methods include regression, decision trees, and support vector machines. Unsupervised learning is used to identify patterns or groupings in data without predefined labels. Methods such as clustering and dimensionality reduction help discover hidden patterns and correlations.

Re: Developing trading strategies

Posted by Uloss on July 15, 2024, 5:10 am, in reply to "Re: Developing trading strategies"

Algorithms learn optimal trading strategies through trial and error, maximizing reward by making decisions in a dynamic environment.

Re: Developing trading strategies

Posted by Pilos on July 15, 2024, 5:13 am, in reply to "Re: Developing trading strategies"

Neural networks mimic the structure of the human brain to recognize complex patterns in data. Deep neural networks and convolutional neural networks are particularly effective at processing large data sets and identifying complex patterns.

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