Any other/more suggestions to go deep into the topic?
If you're interested in Machine Learning and Cloud then you should definitely try AWS ML and Azure ML.
"Amazon Machine Learning is a service that makes it easy for developers of all skill levels to use machine learning technology.”
"Azure Machine Learning: a cloud-based predictive analytics service."
Here two great tutorials (with code) on Amazon ML and Azure ML.
Amazon Machine Learning: use cases and a real example in Python http://cloudacademy.com/blog/aws-machine-learning/
Azure Machine Learning: simplified predictive analytics http://cloudacademy.com/blog/azure-machine-learning/
I'll keep this in mind.
This is not exactly resources for learning machine learning but frameworks you can use with your favorite programming language.
Machine Learning: The Art and Science of Algorithms that Make Sense of Data (Flach):
Machine Learning: A Probabilistic Perspective (Murphy):
Pattern Recognition and Machine Learning (Bishop):
There are some great resources/books for Bayesian statistics and graphical models. I've listed them in (approximate) order of increasing difficulty/mathematical complexity:
Think Bayes (Downey):
Bayesian Methods for Hackers (Davidson-Pilon et al):
Doing Bayesian Data Analysis (Kruschke), aka "the puppy book":
Bayesian Data Analysis (Gellman):
Bayesian Reasoning and Machine Learning (Barber):
Probabilistic Graphical Models (Koller et al):
If you want a more mathematical/statistical take on Machine Learning, then the two books by Hastie/Tibshirani et al are definitely worth a read (plus, they're free to download from the authors' websites!):
Introduction to Statistical Learning:
The Elements of Statistical Learning:
Obviously there is the whole field of "deep learning" as well! A good place to start is with: http://deeplearning.net/
In case you are interested in MLaaS (Machine Learning as a Service), you can check these as well:
Amazon Machine Learning: http://aws.amazon.com/machine-learning/ (my review here: http://cloudacademy.com/blog/aws-machine-learning/)
Azure Machine Learning: http://azure.microsoft.com/en-us/services/machine-learning/ (my review here: http://cloudacademy.com/blog/azure-machine-learning/)
Google Prediction API: https://cloud.google.com/prediction/
At least the latter two ("ISL" and "ESL") are free to download though.