In the period of negativity, let’s unfold positivity. The thought is to create an app that may assist individuals analyze the textual content/message and fixing the anomaly of the message that deviates from what’s normal, regular, or anticipated. It can even information them in direction of the way to make it extra optimistic for the betterment of society utilizing NLP and ML. This might be useful for anybody and might play a serious position particularly for bloggers, influencers and official mails, and many others. There are many use-cases the place it may be used together with everyday conversations. There are two elements. The first one which I’ve already carried out is utilized by 1000’s of customers now could be to illustrate Eg – “You need to learn at least one new programming language every year”. It is a really destructive assertion. Using NLP I may implement an algorithm relying upon the API response that which assertion is destructive after which after the improvisation, it may be improved with one thing like – “Learning a new programming language is a great way to acquire new insights”. The second a part of the thought is utilizing On-Device ML to recommend to them how they will enhance their statements just like the anomaly key phrases and even full phrases. The complete factor doesn’t must be contained in the app solely but in addition might be proven to the person utilizing a floating textual content choice toolbar after which the outcomes on an overlay popup. It nonetheless must be carried out. I can use Google’s assist in implementing the second part the place I would like Google’s steering to implement the On-Device Machine Learning (for offline capabilities) utilizing Tensorflow Lite or MLKit by which I can provide ideas to the customers that how can they enhance their statements just like the anomaly key phrases and even full phrases. Right now, I can solely present them which assertion is destructive however I need to present them ideas primarily based on machine studying which is able to enhance by time. Also, I would like Google’s mentorship to find out how can I prepare my mannequin utilizing this knowledge submitted to the app/instrument.