{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/achilles-neural-network-to-predict-the-gold","title":"Achilles, Neural Network to Predict the Gold Vs US Dollar Integration with Trading Bot for Automatic Trading","arxiv_id":null,"date":"2024-10-29","proceeding":"NA 2024 10","authors":["Angel Varela1"],"abstract":"Predicting the stock market is a big challenge for the machine\r\nlearning world. It is known how difficult it is to have accurate\r\nand consistent predictions with ML models. Some\r\narchitectures are able to capture the movement of stocks but\r\nalmost never are able to be launched to the production world.\r\nWe present Achilles, with a classical architecture of\r\nLSTM(Long Short Term Memory) neural network this model\r\nis able to predict the Gold vs USD commodity. With the\r\npredictions minute-per-minute of this model we implemented\r\na trading bot to run during a month of testing excluding\r\nweekends. At the end of the testing period we generated\r\n$1623.52 in profit with the methodology used. The results of\r\nour method demonstrate Machine Learning can successfully\r\nbe implemented to predict the Gold vs USD commodity","url_abs":"https://1drv.ms/b/c/ecc0daac10ae446b/ESS2Yon5nA1Hv7ke_eTDwisBl5M4JQ3JLr4JqDhaegnpUQ?e=N0IAqb","url_pdf":"https://docs.google.com/document/d/1NQWsDov-OHkfJy0yGU7eJQik07y6aXvXBYSxgj3mXzg/edit?usp=sharing","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"achilles-neural-network-to-predict-the-gold","repo_url":"https://github.com/Angel-Varela/Automated-Trading-with-LSM-FinBERT-and-MetaTrader5","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}