I started playing with Google Studio AI. As an experiment, I created a hidden Markov model (HMM) app:
I have not used Steamlit and other apps to compare, but I liked working with Google Studio AI myself:
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The app runs in the cloud
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Gemini Flash did a good job writing the code, I thought. It included transaction cost options, a lag option, a walk-forward out-of-sample option, choice of the number of states, nice graphics comparing the HMM model to buy and hold, output of state periods, a nice transition matrix, time in each state etc.
Pretty complete in other words, and it ran fast with daily XLE data starting 2015 till now (displayed data and you can upload your own data). -
A ChatBot is included in the app