Investors who want to ride this chip boom should check out some of the top semiconductor stocks to buy for the new year that include NVIDIA Corporation (NASDAQ:NVDA), Taiwan Semiconductor Manufacturing Company Limited (NYSE:TSM), and Advanced Micro Devices, Inc. (NASDAQ:AMD) , among others discussed in detail below.