Importance of data science is at boom where the prime reason being the abundance of data generations and to understand the trends in this data can impact the business tremendously by providing various insights by generating models which provide support to data analysis, that being said, due to the 3Vs of big data it is instinctive that custom algorithms and models would perform better in providing the insights for a defined business field and there are some services that provide support to on-premise algorithm.
