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Invidious > Channel > Nando de Freitas

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YT 54 minutes 40 seconds 55K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 15: Deep Reinforcement Learning - Policy search YT 56 minutes 4 seconds 120K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 16: Reinforcement learning and neuro-dynamic programming YT 43 minutes 18 seconds 49K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 14: Karol Gregor on Variational Autoencoders and Image Generation

YT 53 minutes 59 seconds 52K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 13: Alex Graves on Hallucination with RNNs YT 51 minutes 10 seconds 127K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 12: Recurrent Neural Nets and LSTMs YT 58 minutes 50 seconds 29K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 11: Max-margin learning, transfer and memory networks

YT 50 minutes 30 seconds 154K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 10: Convolutional Neural Networks YT 53 minutes 47 seconds 44K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 9: Neural networks and modular design in Torch YT 44 minutes 31 seconds 38K views Shared 9 years ago Nando de Freitas Deep learning Lecture 7: Logistic regression, a Torch approach

YT 52 minutes 56 seconds 38K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 8: Modular back-propagation, logistic regression and Torch YT 58 minutes 58 seconds 35K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 5: Regularization, model complexity and data complexity (part 2) YT 58 minutes 19 seconds 47K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 6: Optimization

YT 40 minutes 27 seconds 47K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 4: Regularization, model complexity and data complexity (part 1) YT 1 hour 12 minutes 59 seconds 78K views Shared 9 years ago Nando de Freitas Deep Learning Lecture 3: Maximum likelihood and information YT 48 minutes 1 second 98K views Shared 10 years ago Nando de Freitas Deep Learning Lecture 2: linear models

YT 52 minutes 16 seconds 347K views Shared 10 years ago Nando de Freitas Deep Learning Lecture 1: Introduction YT 39 minutes 17 seconds 35K views Shared 11 years ago Nando de Freitas Machine learning - Markov chain Monte Carlo (MCMC) II YT 1 hour 16 minutes 18 seconds 87K views Shared 11 years ago Nando de Freitas Machine learning - Importance sampling and MCMC I

YT 1 hour 12 minutes 3 seconds 24K views Shared 11 years ago Nando de Freitas Machine learning - Deep learning II, the Google autoencoders and dropout YT 1 hour 15 minutes 5 seconds 33K views Shared 11 years ago Nando de Freitas Machine learning - Deep learning I YT 1 hour 4 minutes 24 seconds 31K views Shared 11 years ago Nando de Freitas Machine learning - Neural networks

YT 1 hour 13 minutes 47 seconds 39K views Shared 11 years ago Nando de Freitas Machine learning - Logistic regression YT 1 hour 16 minutes 19 seconds 17K views Shared 11 years ago Nando de Freitas Machine learning - Unconstrained optimization YT 51 minutes 42 seconds 18K views Shared 11 years ago Nando de Freitas Machine learning - Random forests applications

YT 1 hour 16 minutes 55 seconds 238K views Shared 11 years ago Nando de Freitas Machine learning - Random forests YT 1 hour 6 minutes 6 seconds 221K views Shared 11 years ago Nando de Freitas Machine learning - Decision trees YT 1 hour 20 minutes 30 seconds 132K views Shared 11 years ago Nando de Freitas Machine learning - Bayesian optimization and multi-armed bandits

YT 1 hour 17 minutes 28 seconds 93K views Shared 11 years ago Nando de Freitas Machine learning - Gaussian processes YT 1 hour 18 minutes 55 seconds 299K views Shared 11 years ago Nando de Freitas Machine learning - Introduction to Gaussian processes YT 21 minutes 10 seconds 23K views Shared 11 years ago Nando de Freitas Machine learning - Bayesian learning part 2

YT 1 hour 17 minutes 40 seconds 62K views Shared 12 years ago Nando de Freitas Machine learning - Bayesian learning YT 58 minutes 47 seconds 28K views Shared 12 years ago Nando de Freitas Machine learning - regularization, cross-validation and data size YT 1 hour 1 minute 15 seconds 47K views Shared 12 years ago Nando de Freitas Machine learning - Regularization and regression

YT 1 hour 14 minutes 1 second 111K views Shared 12 years ago Nando de Freitas Machine learning - Maximum likelihood and linear regression YT 1 hour 4 minutes 20 seconds 70K views Shared 12 years ago Nando de Freitas Machine learning - linear prediction YT 59 minutes 58 seconds 213K views Shared 12 years ago Nando de Freitas Machine learning - introduction

YT 38 minutes 29 seconds 10K views Shared 12 years ago Nando de Freitas undergraduate machine learning 33: Random forests, face detection and Kinect YT 33 minutes 11 seconds 18K views Shared 12 years ago Nando de Freitas undergraduate machine learning 32: Random forests YT 39 minutes 42 seconds 21K views Shared 12 years ago Nando de Freitas undergraduate machine learning 31: Decision trees

YT 50 minutes 5 seconds 9.8K views Shared 12 years ago Nando de Freitas undergraduate machine learning 30: Deep learning YT 40 minutes 14 seconds 10K views Shared 12 years ago Nando de Freitas undergraduate machine learning 29: Neural nets and backpropagation YT 26 minutes 20 seconds 14K views Shared 12 years ago Nando de Freitas undergraduate machine learning 28: Neural networks

YT 51 minutes 13 seconds 9.9K views Shared 12 years ago Nando de Freitas undergraduate machine learning 27: Logistic regression YT 49 minutes 2 seconds 14K views Shared 12 years ago Nando de Freitas undergraduate machine learning 26: Optimization YT 48 minutes 39 seconds 8.9K views Shared 12 years ago Nando de Freitas undergraduate machine learning 25: Twitter sentiment prediction with Naive Bayes

YT 43 minutes 49 seconds 12K views Shared 12 years ago Nando de Freitas undergraduate machine learning 24: Text classification with Naive Bayes YT 46 minutes 40 seconds 24K views Shared 12 years ago Nando de Freitas undergraduate machine learning 23: Dirichlet and categorical distributions YT 1 hour 11 minutes 40 seconds 16K views Shared 12 years ago Nando de Freitas undergraduate machine learning 22: Sparse models and variable selection

YT 20 minutes 20 seconds 25K views Shared 12 years ago Nando de Freitas undergraduate machine learning 21: L1 regularization and the lasso YT 1 hour 30 minutes 53 seconds 15K views Shared 12 years ago Nando de Freitas undergraduate machine learning 20: Cross-validation, big data and regularization YT 51 minutes 7 seconds 6.6K views Shared 12 years ago Nando de Freitas undergraduate machine learning 19: Maximum likelihood for linear prediction

YT 42 minutes 59 seconds 13K views Shared 12 years ago Nando de Freitas undergraduate machine learning 18: Least squares and the multivariate Gaussian YT 51 minutes 16 seconds 11K views Shared 12 years ago Nando de Freitas undergraduate machine learning 17: Linear prediction YT 51 minutes 32 seconds 16K views Shared 12 years ago Nando de Freitas undergraduate machine learning 16: Principal Component Analysis - PCA

YT 51 minutes 56 seconds 18K views Shared 12 years ago Nando de Freitas undergraduate machine learning 15: Singular Value Decomposition - SVD YT 52 minutes 38 seconds 17K views Shared 12 years ago Nando de Freitas undergraduate machine learning 14: Linear algebra revision for machine learning and web search YT 53 minutes 28 seconds 17K views Shared 12 years ago Nando de Freitas undergraduate machine learning 13: Learning Bayesian networks

YT 53 minutes 10 seconds 28K views Shared 12 years ago Nando de Freitas undergraduate machine learning 12: Bayesian learning YT 32 minutes 55 seconds 20K views Shared 12 years ago Nando de Freitas undergraduate machine learning 11: Maximum likelihood YT 42 minutes 21 seconds 21K views Shared 12 years ago Nando de Freitas undergraduate machine learning 10: Expectation, probability and Bernoulli models