I have written the code, but its nowhere close to the original song lyrics, how can i get more accurate results, ie How can i get more accurate results in markov chain , as we do different steps like reducing learning rate in other ml models, are there also any specific ways in which i get get better result in markov chain probabilistic models?
How Can I Get more Accurate Lyrics
Hi @saksham_thukral,
Look at this line in the problem description:
“You can assume prediction of current character depends only on last 4 characters (Use K=4 in Markov Chain Model)”
This K is a parameter through which can control our model. Though I would not recommend changing it in this challenge because then your solution will deviate from the solution file.
Happy Learning!
You mean to say if i somehow increase the value of k , then i can get better results ?
It is definitely possible. Though there is no straight-forward way to know the ideal value of k. You can try over a range of values.
Changing the value of k is the only way that can effect the accuracy of the text or is there any other hyper parameter also,whose value effects the accuracy ?
Yes, right now, K is the only parameter you have to control the output. To get better results without changing K, you’ll need more input training data.
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