I'm currently learning and researching more in the field of Machine Learning. I started with Machine Learning course in Coursera (http://ml-class.org/).
Any other/more suggestions to go deep into the topic?
Ask HN: What are some good Machine Learning resources?
1–10 of 18 posts
Re: Ask HN: What are some good Machine Learning resources?
#2[deleted]
Re: Ask HN: What are some good Machine Learning resources?
#3For a weekly collection of ML related news and resources, you may want to look at https://aiweekly.curated.co
Re: Ask HN: What are some good Machine Learning resources?
#4Some good books on Machine Learning:
Machine Learning: The Art and Science of Algorithms that Make Sense of Data (Flach): http://www.amazon.com/Machine-Learning-Science-Algorithms-Se...
Machine Learning: A Probabilistic Perspective (Murphy): http://www.amazon.com/Machine-Learning-Probabilistic-Perspec...
Pattern Recognition and Machine Learning (Bishop): http://www.amazon.com/Pattern-Recognition-Learning-Informati...
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): http://www.amazon.com/Think-Bayes-Allen-B-Downey/dp/14493707...
Bayesian Methods for Hackers (Davidson-Pilon et al): https://github.com/CamDavidsonPilon/Probabilistic-Programmin...
Doing Bayesian Data Analysis (Kruschke), aka "the puppy book": http://www.amazon.com/Doing-Bayesian-Data-Analysis-Second/dp...
Bayesian Data Analysis (Gellman): http://www.amazon.com/Bayesian-Analysis-Chapman-Statistical-...
Bayesian Reasoning and Machine Learning (Barber): http://www.amazon.com/Bayesian-Reasoning-Machine-Learning-Ba...
Probabilistic Graphical Models (Koller et al): https://www.coursera.org/course/pgm http://www.amazon.com/Probabilistic-Graphical-Models-Princip...
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: http://www-bcf.usc.edu/~gareth/ISL/
The Elements of Statistical Learning: http://statweb.stanford.edu/~tibs/ElemStatLearn/
Obviously there is the whole field of "deep learning" as well! A good place to start is with: http://deeplearning.net/
Re: Ask HN: What are some good Machine Learning resources?
#5Some great resources just mentioned here.
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/
Re: Ask HN: What are some good Machine Learning resources?
#6Some good books on Machine Learning: Machine Learning: The Art and Science of Algorithms that Make Sense of Data (Flach): http://www.amazon.com/Machine-Learning-Science-Algorithms-Se... Machine Learning: A Probabilistic Perspective (Murphy): http://www.amazon.com/Machine-Learning-Probabilistic-Perspec... Pattern Recognition and Machine Learning (Bishop): http://www.amazon.com/Pattern-Recognition-Learning-Informati...…
Those are great resources!
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/
BigML: https://bigml.com/
Prediction.io: https://prediction.io/
OpenML: http://openml.org/
Re: Ask HN: What are some good Machine Learning resources?
#7Some great resources just mentioned here. 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 Machi…
Thanks! I'll try these out. Can they be used for learning? I feel it's more like services.
Re: Ask HN: What are some good Machine Learning resources?
#8For a weekly collection of ML related news and resources, you may want to look at https://aiweekly.curated.co
Thanks! This will help me to stay motivated every time when a mail comes :D
Re: Ask HN: What are some good Machine Learning resources?
#9Some good books on Machine Learning: Machine Learning: The Art and Science of Algorithms that Make Sense of Data (Flach): http://www.amazon.com/Machine-Learning-Science-Algorithms-Se... Machine Learning: A Probabilistic Perspective (Murphy): http://www.amazon.com/Machine-Learning-Probabilistic-Perspec... Pattern Recognition and Machine Learning (Bishop): http://www.amazon.com/Pattern-Recognition-Learning-Informati...…
Those are really useful. Thank you. Books are pricey though!
Re: Ask HN: What are some good Machine Learning resources?
#10Some good books on Machine Learning: Machine Learning: The Art and Science of Algorithms that Make Sense of Data (Flach): http://www.amazon.com/Machine-Learning-Science-Algorithms-Se... Machine Learning: A Probabilistic Perspective (Murphy): http://www.amazon.com/Machine-Learning-Probabilistic-Perspec... Pattern Recognition and Machine Learning (Bishop): http://www.amazon.com/Pattern-Recognition-Learning-Informati...…
Those are great resources! 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/ ) Goog…
I went through the links and your review. They are really good. Thanks!