Not able to download Inception V3 pre-trained weights

Hi I am trying to use Inception V3 for my image classification project. But while trying to load the model, its giving me download error as below

model=InceptionV3()
Downloading data from https://github.com/fchollet/deep-learning-models/releases/download/v0.5/inception_v3_weights_tf_dim_ordering_tf_kernels.h5

Exception: URL fetch failure on https://github.com/fchollet/deep-learning-models/releases/download/v0.5/inception_v3_weights_tf_dim_ordering_tf_kernels.h5 : None -- [WinError 10060] A connection attempt failed because the connected party did not properly respond after a period of time, or established connection failed because connected host has failed to respond

Howevr I have download the "inception_v3_weights_tf_dim_ordering_tf_kernels.h5" file, but I don't know how to use this file.

Please help me solve either of my problem.

Thanks