Your statements are all false and I can refute them later when I am not on my phone.
If you want to criticize neural nets as tricky and confusing to newbies with a steep learning curve, that is fair. But it's irresponsible criticism like yours that has given neural nets an undeserved bad reputation in the machine learning community.