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Invidious > Channel > Nando de Freitas

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YT 46 minutes 17 seconds Nando de Freitas undergraduate machine learning 1: Introduction to machine learning YT 53 minutes 54 seconds Nando de Freitas undergraduate machine learning 2: Introduction to machine learning 2 YT 53 minutes 54 seconds Nando de Freitas undergraduate machine learning 3: Basic probability

YT 53 minutes 55 seconds Nando de Freitas undergraduate machine learning 4: Introduction to probability, linear algebra and pagerank YT 9 minutes 30 seconds Nando de Freitas undergraduate machine learning 5: Introduction to Bayes YT 51 minutes 44 seconds Nando de Freitas undergraduate machine learning 6: Bayes rule and Bayesian networks

YT 49 minutes 50 seconds Nando de Freitas undergraduate machine learning 8: Inference in Bayesian networks and dynamic programming YT 52 minutes 23 seconds Nando de Freitas undergraduate machine learning 9: Hidden Markov models - HMM YT 42 minutes 21 seconds Nando de Freitas undergraduate machine learning 10: Expectation, probability and Bernoulli models

YT 32 minutes 55 seconds Nando de Freitas undergraduate machine learning 11: Maximum likelihood YT 53 minutes 10 seconds Nando de Freitas undergraduate machine learning 12: Bayesian learning YT 53 minutes 28 seconds Nando de Freitas undergraduate machine learning 13: Learning Bayesian networks

YT 52 minutes 38 seconds Nando de Freitas undergraduate machine learning 14: Linear algebra revision for machine learning and web search YT 51 minutes 56 seconds Nando de Freitas undergraduate machine learning 15: Singular Value Decomposition - SVD YT 51 minutes 32 seconds Nando de Freitas undergraduate machine learning 16: Principal Component Analysis - PCA

YT 42 minutes 59 seconds Nando de Freitas undergraduate machine learning 18: Least squares and the multivariate Gaussian YT 45 minutes Nando de Freitas undergraduate machine learning 7: Bayesian networks, aka probabilistic graphical models YT 51 minutes 16 seconds Nando de Freitas undergraduate machine learning 17: Linear prediction

YT 1 hour 30 minutes 53 seconds Nando de Freitas undergraduate machine learning 20: Cross-validation, big data and regularization YT 20 minutes 20 seconds Nando de Freitas undergraduate machine learning 21: L1 regularization and the lasso YT 1 hour 11 minutes 40 seconds Nando de Freitas undergraduate machine learning 22: Sparse models and variable selection

YT 1 hour 11 minutes 40 seconds Nando de Freitas undergraduate machine learning 22: Sparse models and variable selection YT 46 minutes 40 seconds Nando de Freitas undergraduate machine learning 23: Dirichlet and categorical distributions YT 43 minutes 49 seconds Nando de Freitas undergraduate machine learning 24: Text classification with Naive Bayes

YT 48 minutes 39 seconds Nando de Freitas undergraduate machine learning 25: Twitter sentiment prediction with Naive Bayes YT 49 minutes 2 seconds Nando de Freitas undergraduate machine learning 26: Optimization YT 51 minutes 13 seconds Nando de Freitas undergraduate machine learning 27: Logistic regression

YT 26 minutes 20 seconds Nando de Freitas undergraduate machine learning 28: Neural networks YT 40 minutes 14 seconds Nando de Freitas undergraduate machine learning 29: Neural nets and backpropagation YT 50 minutes 5 seconds Nando de Freitas undergraduate machine learning 30: Deep learning

YT 39 minutes 42 seconds Nando de Freitas undergraduate machine learning 31: Decision trees YT 33 minutes 11 seconds Nando de Freitas undergraduate machine learning 32: Random forests YT 38 minutes 29 seconds Nando de Freitas undergraduate machine learning 33: Random forests, face detection and Kinect