Language skill development academy mostly equips a computer setup where students practice in specific tool or software and improves their communication and language skill within their lab timing. This method can only make theoretical practice like examination. It involves expressions and trains communication difficulties over literature but have restrictive access towards speech and language training. Instead in our proposed method, we could enhance their level of learning by inculcating an electronic device usage along with them in their campus which restricts students to communicate only in English inside the college campus. Each and every words used for communication by the students will be recorded and analyzed day by day for the development in their language skill. Skills of language can be processed by the ability of a person to learn a passage or their capability of understanding a conversation and recollecting the important information within the conversation time. We can also find the ability of a person when they can able to converse fluently and when they stammer. Thus, the final report of a person will provide complete details about his starting phase of language skill towards his development of language skill and helps guide them at which point they have to improve

Data has expanded exponentially in recent years, leading to a search for ways of how to take advantage of these data, leading to the rise of big data science. The currently used data analysis techniques are not successful for different properties such as volume, velocity and variety, so, they are required to invent a new artificial intelligence technique. k-Means is one of the popular algorithms used to cluster large amounts of data and the problem with a k-Means is to pick the initial center for each unit which involves an optimization approach to solve the weak point such a Genetic algorithm which provides optimum performance in search algorithms that can be used to look for the initial point of each cluster rather than random selection of the initial centre. Big data involves many techniques, the most popular of which is the MapReduce which used to manage very large data. The proposed model is a Gk-Means based on the feature selection method parallel to MapReduce applying a Genetic algorithm to k-Means on selected data.