No, almost all nationalities do not need a transit visa when connecting through Ashgabat (e.g., EU, UK, US, ASEAN, and South American nationals). To double-check your passport, visa, and health information & requirements, please visit the IATA Travel Portal: 
https://www.iata.org/en/services/compliance/timatic/travel-documentation/