No. EXIF is a separate metadata block inside the file. Removing it does not re-encode the image — pixels and JPEG/PNG/WebP compression are exactly as they were. The file becomes a few kilobytes smaller.
Try the tool
Drop a photo into the free EXIF Viewer & Metadata Remover — runs entirely in your browser, no upload.