hello @junpenglao , thanks for your suggestion. I enjoyed experimenting the model shown in the Dynamic model in PYMC3 example rather than generating using scipy function and performed inference using both NUTS as well ADVI (Variational inference).
ADVI -
Using NUTS -
As suggested by @aloctavodia to contribute to the SMC-ABC part i will explore it, your suggestion regarding it are most welcome.