Concepts,,,,(සංකල්ප)

This article highlights the milestones in approach in developing www.panhidhalyrics.com. Anyone researching in the same area can use the following as a guideline to improve their approach.  2020: Dec Deprication of the probabilistic basic model of song generations developed using Django  2021 : Jan  RNN based raw impleneration for predict sinhala words using larger sample of data (not pre-prossed) fushenkao - https://github.com/fushenkao/Sinhala-Lyrics-Gen  minimaxir - https://github.com/minimaxir/textgenrnn  පසුතලය : කැටපත් පවුර, සීගිරිය (Sigiri Graffiti) http://thenationaltrust.lk/wp-content/uploads/2018/06/nds-nt-sigiriya.pdf when the dataset becomes bigger training conducted using the GoogleColab to generate the model (refer following notebook) :  https://colab.research.google.com/drive/1YlooyHnyhK8BcmrHF87resDT8O1FAppf?usp=sharing 2021 : Feb Approach to adopt LSTM assuming the relationship between stanzas in a sequence. The basis of the following Notebook adopted as the inception.