Machine Learning Resources
Keeping Up with ML/AI
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Ahead of AI by Sebastian Raschka Great explanations of important concepts in ML and AI. Sebastian also has some links to great tutorials courses and blogs on his site.
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The Neuron Covers AI related developments, tools along with business and societal implications.
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The AI Exchange AI related developments for professionals and founders.
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TLDR;AI AI, ML, and Data Science in 5 Min. Good mix of AI business and research news.
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Davis Summarizes Papers Davis Blalock summarizes machine learning papers from arXiv. Technical but useful for keep abreast of developments straight from the source.
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Import AI Covers artificial intelligence based on detailed analysis of cutting-edge research.
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NLP Newsletter The NLP newsletter covers the latest trending natural language processing (NLP) and machine learning (ML) news, projects, resources, and research papers.
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AI Canon A16Z resource for learning about AI.
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Related Sub-Reddits Machine Learning, Artificial Inteligence and Deep Learning
Deep Learning Software
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Keras - high level nn API that runs on top of TensorFlow or Theano. A good place to start.
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TensorFlow - library for distributed numerical computation and data flow graphs.
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PyTorch - Python based framework from Facebook based on Torch.
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mxnet - fast and flexible. Originally from University of Washington and Carnegie Mellon University adopted by AWS and now an Apache incubator project.
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H20 - interesting application with many different algorithms.
Online Courses
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Practical Deep Learning for Coders / Fast.ai - great hands on class from Geremy Howard and Rachel Thomas
Books
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Hands-On Machine Learning with Scikit-Learn and TensorFlow / Geron
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Deep Learning with Python / Chollet - from the author of Keras.
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Deep Learning / Goodfellow, Bengio and Courville - text book by top DL scientists.