Machine learning audio course, teaching the fundamentals of machine learning and artificial intelligence. It covers intuition, models (shallow and deep), math, languages, frameworks, etc. Where your other ML resources provide the trees, I provide the forest. Consider MLG your syllabus, with highly-curated resources for each episode's details at ocdevel.com. Audio is a great supplement during exercise, commute, chores, etc.
https://ocdevel.com/mlg
Gesamtlänge aller Episoden: 1 day 15 hours 40 minutes
episode 10: MLG 010 Languages & Frameworks
Languages & frameworks comparison. Languages: Python, R, MATLAB/Octave, Julia, Java/Scala, C/C++. Frameworks: Hadoop/Spark, Deeplearning4J, Theano, Torch, TensorFlow. ocdevel.com/mlg/10 for notes and resources
episode 12: MLG 012 Shallow Algos 1
Speed-run of some shallow algorithms: K Nearest Neighbors (KNN); K-means; Apriori; PCA; Decision Trees ocdevel.com/mlg/12 for notes and resources
episode 13: MLG 013 Shallow Algos 2
Speed run of Support Vector Machines (SVMs) and Naive Bayes Classifier. ocdevel.com/mlg/13 for notes and resources
episode 14: MLG 014 Shallow Algos 3
Speed run of Anomaly Detection, Recommenders(Content Filtering vs Collaborative Filtering), and Markov Chain Monte Carlo (MCMC). ocdevel.com/mlg/14 for notes and resources
episode 15: MLG 015 Performance
Performance evaluation & improvement. ocdevel.com/mlg/15 for notes and resources
episode 17: MLG 017 Checkpoint
Checkpoint - learn the material offline! ocdevel.com/mlg/17 for notes and resources
episode 18: MLG 018 Natural Language Processing 1
Introduction to Natural Language Processing (NLP) topics. ocdevel.com/mlg/18 for notes and resources
episode 19: MLG 019 Natural Language Processing 2
Natural Language Processing classical/shallow algorithms. ocdevel.com/mlg/19 for notes and resources
episode 20: MLG 020 Natural Language Processing 3
Natural Language Processing classical/shallow algorithms. ocdevel.com/mlg/20 for notes and resources