  Social media apps have become very promising and omnipresent in daily life.
Most social media apps are used to deliver vital information to those nearby
and far away. As our lives become more hectic, many of us strive to limit our
usage of social media apps because they are too addictive, and the majority of
us have gotten preoccupied with our daily lives. Because of this, we frequently
overlook crucial information, such as invitations to weddings, interviews,
birthday parties, etc., or find ourselves unable to attend the event. In most
cases, this happens because users are more likely to discover the invitation or
information only before the event, giving them little time to prepare. To solve
this issue, in this study, we created a system that will collect social media
chat and filter it using Natural Language Processing (NLP) methods like
Tokenization, Stop Words Removal, Lemmatization, Segmentation, and Named Entity
Recognition (NER). Also, Machine Learning Algorithms such as K-Nearest Neighbor
(KNN) Algorithm are implemented to prioritize the received invitation and to
sort the level of priority. Finally, a customized notification will be
delivered to the users where they acknowledge the upcoming event. So, the
chances of missing the event are less or can be planned.
