Too much, those file sizes are too much.
Make sure the psd file is in grayscale (Image > Mode > Grayscale), then when you're done with editing, use Save for Web ( File > Export > Save for Web) and choose PNG-8 or JPEG if it's in RGB (coloured page)
Then use a pngout software, so each one should be around 1MB or lower in size.