developed custom web scrapers to

developed custom web scrapers to extract and consolidate common issues and solutions for Siemens PLCs from official manufacturer forums and client-provided websites. The extracted information was standardized into a single dataset that preserved downloadable media links for added context. Ultimately, this process yielded over one million problem-solution pairs with vote-weighted ratings, which successfully trained a diagnostic Machine Learning model.