For chip design specifically, that's rather tricky. In my experience, it generally requires a graduate EE degree. However, there are a lot of affiliated roles if silicon interests you. With the rise of SoCs and other digitally controlled parts, there is a bigger demand for supplemental software for validation and configuration. You can also get into an Applications Engineering role generally with an undergrad EE or CE degree.