Handwriting recognition possible through edge impulse?

Is handwriting recognition possible through edge impulse platform. Will labelling and training each alphabet of different styles of handwriting enough to recognize them?

Definitely! You could use custom sensors like ToF for handwriting recognition as seen here - https://www.seeedstudio.com/blog/2021/03/02/handwriting-recognition-with-wio-terminal-edge-impulse/, or use object detection with any OCR dataset, and with that, handwriting recognition is doable too.

@finalyearproject in addition to what @dhruvsheth said if you want to do this visually you probably want to have a computer vision model (e.g. with OpenCV) that recognizes where characters are, then feed those through a classifier.