Machine Learning Guide


Technology, Software How-To

Chart Positions

Software How-To 1
Technology 22

This series aims to teach you the high level fundamentals of machine learning from A to Z. I'll teach you the basic intuition, algorithms, and math. We'll discuss languages and frameworks, deep learning, and more. Audio may be an inferior medium to task; but with all our exercise, commute, and chores hours of the day, not having an audio supplementary education would be a missed opportunity. And where your other resources will provide you the machine learning trees, I’ll provide the forest. Additionally, consider me your syllabus. At the end of every episode I’ll provide the best-of-the-best resources curated from around the web for you to learn each episode’s details.


Natural Language Processing classical/shallow algorithms. ## Episode - Edit distance: Levenshtein distance - Stemming/lemmatization: Porter Stemmer - N-grams, Tokens: regex - Language models ** Machine translation, spelling correction, speech recognition - Classification / Sentiment Analysis: SVM, Naive bayes - Information Extraction (POS, NER):...

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Introduction to Natural Language Processing (NLP) topics. ## Errata 22:21 "cat &car different by one word" should be "different by one letter" ## Episode Syntax vs Semantics Parts - Corpus - Lexicon - Morphology ** Lemmas &Stems (reduce morphological variation; lemmatization more sophisticated) ** Tokens ** Stop words ** Edit-distance **...

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17. Checkpoint

June 4th, 2017

Checkpoint - learn the material offline! ## Resources 45m/d ML - Coursera (https://www.coursera.org/learn/machine-learning) `course` (last time mentioning) - Python (http://amzn.to/2mVgtJW) `book` - TensorFlow (https://www.tensorflow.org/get_started/get_started) `tutorial` - Deep Learning (http://www.deeplearningbook.org/) `book` - Go deeper on...

Machine Learning Guide cover

16. Consciousness

May 21st, 2017

Can AI be conscious? ## Episode Inspirations for AI - economic automation - singularity - consciousness Definitinitions - cogsci: neuroscience, neuro-x(biology, physiology, computational __, etc), psychology, philosophy, AI ** computational neuroscience => perceptron ** frank rosenblatt, warren McCulloche, walter pitts - all brain guys...

gracysmith about 1 month ago

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gracysmith about 1 month ago

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