Programming Assignments

The code should be compatible with Python $3\mathrm{.}7.$ Primary libraries: pgmpy$,$ scikit$-$learn.

Submission should be either a IPython Notebook or a standalone script that provides

the following output:

Drawn structure of the Bayesian Network $($if applicable$)$

Inference results

We are given the following joint distribution over the random variables $A,B,C,$ and D$.$

Please answer the following questions. Show the necessary tables. You can $($and should$)$

share computations between different parts of the question. Usage of TableCPD is

recommended

a$.$ Are A and $B$ independent?

b$.$ Are A and $C$ independent?

c$.$ Are A and $C$ independent given $B?$

d$.$ Are A and D independent?

e$.$ Are A and $D$ independent given $C?$