Do we need AEP experts to implement AEP Web SDK

No, We don't require AEP experts to be able to implement AEP Web SDK. But a good understanding of Adobe Launch (Tags), XDM & Datastream is needed to be able to map client-side data (and events) to XDM via Adobe Launch (Tags) using AEP Web SDK Extension