Pandas has a to_dict method, that returns this equivalent representation:

{k:df[k] for k in df.columns}

For convenience (especially for those porting scripts from Pandas to SFrame), we should provide an equivalent. In the meantime, here's a workaround:

sf_dict = {k:sf[k] for k in sf.column_names()}