9 What makes a Tree-Structured Parzen Estimator "tree-structured?" 2018-12-04T23:28:05.827

6 Which tribe does Probabilistic Graphical Models fall under? 2016-07-26T04:21:33.760

6 Changing the batch size during training 2021-01-29T08:23:20.517

5 Modeling uncertainty from Logistic Regression 2016-10-25T14:57:24.440

5 Effect of outliers on Naive Bayes 2019-02-08T10:14:25.733

4 Why the estimated Lasso coefficients of almost all variables are equal to zero? 2017-02-26T14:29:15.667

4 How to best estimate the coefficients of a confusion matrix in case of strong class imbalance? 2018-08-13T19:34:59.010

4 Bayesian optimisation in deeplearning 2019-01-09T18:54:25.567

4 Bayesian regularization vs dropout for basic ann 2020-02-26T23:00:57.737

4 Mean estimation for nested location data 2020-05-19T09:48:20.567

3 generalized likelihood ratio test (GLRT) 2016-08-05T23:02:21.727

3 LSTM: Converting to Bayesian Deep Neural Network 2019-04-19T18:52:01.150

3 How to update the posterior belief when we are observing a stream of correlated data from a fixed but unknown data source 2019-11-08T14:58:51.803

3 What is the meaning of likelihood? 2019-12-26T10:01:14.247

3 Is k-means with Mahalanobis a valid option for clustering? 2020-01-20T11:04:27.037

3 If I use Gibbs sampling with a Bayesian model, what do I have to check is memoryless? 2020-01-31T00:18:49.907

3 When to use bayesian linear regression instead of linear regression? 2020-08-03T06:40:15.367

3 Why do machine learning engineers insist on training with more data than validation set? 2020-12-28T21:31:51.830

3 How is bayesian risk computed to prune decision trees? 2021-01-16T01:51:27.390

2 Is deep learning a must in a Data Science MSc programme? 2016-08-12T09:22:36.677

2 Implement gaussian mixture model with stochastic variational inference 2016-11-18T06:16:50.233

2 information leakage when using empirical Bayesian to generate a predictor 2017-04-23T21:50:13.603

2 Replacing missing value by class conditional mean 2017-10-08T07:30:55.210

2 Bayesian linear regression / categorical variable / Laplace prior 2017-11-16T20:34:00.003

2 How Do Bayesian Methods in Machine Learning Help With the Problem of Limited Data? Can This Be Used for Image Classification/Recognition? 2018-05-31T10:31:25.777

2 Where can we find the application of bayes's theorem in Bayesian optimiation with gaussian processing 2018-08-02T07:08:10.877

2 Linear Discriminant Analysis + bayesian theorem = LDA classifier?? 2018-10-03T15:53:30.600

2 When to use BayesianSearchCV and how it works? 2019-04-21T14:53:44.907

2 Using predicted probabilities and bayesian inference to update beliefs 2019-06-05T19:26:24.500

2 MCMC for finding Bayesian Neural Network 2019-06-26T06:05:38.383

2 Good introductory reference for Bayesian Non-parametric (Dirichlet Process / Chinese Restaurant Process) 2019-11-02T07:50:14.053

2 What are the tradeoffs between Bayesian Deep Learning and Deep Gaussain Processes? 2019-11-20T22:36:28.910

2 why naive is needed in Naive Bayes ,what happens if naive is not included in Bayes theorem? 2020-02-18T19:11:03.650

2 How to calculate probability of non independence using bayes theorem? 2020-02-19T17:59:12.500

1 How to use pymc3 to sample the mean of a Pareto random variable? 2017-08-15T14:58:57.640

1 ML algorithm where variable importance depends upon other variables - specifying conditionality 2017-11-08T14:44:33.157

1 How to interpret long equations in Deep Learning papers 2018-01-17T04:02:59.067

1 Creating a posterior distribution for classic coin flipping in python using grid search 2018-02-08T11:40:10.353

1 Custom regularisation for logistics regression 2018-02-25T05:28:09.720

1 How to integrate out hyperparameters of Gaussian process for Bayesian optimization? 2018-04-20T20:15:34.663

1 Correct calculation of BIC (Bayesian Information Criterion) to determine K for K-Means 2018-04-22T19:49:36.230

1 Algorithms behind "smartlinks" for online traffic distribution 2018-05-21T12:02:44.720

1 When to model a problem by using the Bayes' theorem? 2018-07-13T15:05:03.910

1 Probability of event given two depandant events 2018-09-24T11:10:13.467

1 How to compute the maximum likelihood hypothesis? 2018-10-28T23:27:53.443

1 How to do hidden variable learning in Bayesian Network with Python? 2018-11-10T15:25:55.217

1 Bayesian Neural net with non probibalistic Data? 2019-01-13T09:18:43.907

1 PyMC3: how to efficiently regress on many variables? 2019-01-21T04:32:05.107

1 the probability distribution of dependent variables 2019-02-11T03:42:29.233

1 Why prior in MAP could be ignored? 2019-02-28T08:26:08.387

1 Bayes posteriograms 2019-03-14T11:34:50.733

1 Bayesian optimization for a Light GBM Model 2019-05-09T09:26:19.630

1 Parallel hyperparameter optimization techniques? 2019-07-04T10:12:47.303

1 how to use Bayesian theorem and probabilistic analysis? 2019-09-10T11:51:29.057

1 GMM with Dirichlet prior 2019-12-31T16:08:06.543

1 Firebase AB testing algorithm 2020-04-10T09:35:41.150

1 Opinions on an LSTM hyper-parameter tuning process I am using 2020-05-05T14:01:37.973

1 Improve confidence interval accuracy 2020-07-10T12:09:54.993

1 Custom Loss Function for Mixing Sparse and Dense Features for a Prediction Problem 2020-08-02T01:27:40.310

1 Poisson model with overdisperssion 2020-08-21T18:49:55.497

1 Problem understanding probabilistic generative models for classification 2020-08-24T15:08:11.107

1 What is the difference between maximum likelihood hypothesis and maximum a posteriori hypothesis? 2020-09-16T14:52:47.347

1 Tracking time-series latency using conjugate priors 2020-11-12T04:18:43.193

1 Visualize n-dimensional bayesian optimization results 2021-01-12T11:12:45.873

1 Combining multiple probabilities from a classifier. Propagating probabilities 2021-02-18T23:55:00.537

0 Understanding Bernoulli Trials, Bayesian Setting 2016-07-05T06:04:53.387

0 Finding the most important questions from a questionary-> results 2016-11-09T11:26:47.967

0 Ensemble learning 2017-04-16T20:42:19.003

0 RNADE vs MDR vs BART vs Bayesian Linear Regression 2017-11-16T02:42:04.143

0 Statistical inference on a very small datasets 2018-03-15T17:10:57.660

0 How to calculate the Probability for the Unconditional Node in the Bayesian Belief Network? 2018-03-26T04:58:48.380

0 Estimating class prevalence in unlabelled data after predicting labels with a binary classifier 2018-10-19T18:26:53.103

0 How do Bayesian methods do automatic feature selection? 2019-03-12T22:03:11.117

0 How to test dev set on Time Series data via forecasting 2019-06-12T18:11:42.723

0 what is the representation/meaning/implication in real life of $P(\text{+})$ in the wiki Drug testing Example about Bayes' theorem 2019-07-21T04:01:11.403

0 Bayesian test for classification problems? 2019-09-22T08:43:59.650

0 How to make model for Multivariate timeseries using tensorflow probability structural model? 2019-12-24T06:08:52.683

0 Specifying priors in rstanarm for hierarchical model 2020-03-13T20:00:16.673

0 what does "Tree" refer to in Tree-structured Parzen Estimators 2020-03-31T07:44:42.047

0 Hyperparameter tuning of neural networks using Bayesian Optimization 2020-03-31T22:03:33.403

0 Classification of OLS regression coefficients 2020-04-30T13:26:31.247

0 BPR TripletLoss Recommender System 2020-05-25T15:21:49.507

0 Machine learning. Input: set of distributions, Output: distribution 2020-06-04T09:50:30.550

0 What makes the posterior intractable? 2020-08-14T09:43:54.677

0 Bayesian Regression Model 2020-09-30T16:50:26.163

0 Practical difference between Bayesian Neural Networks and Feed Forward Neural Network with Gaussian Noise 2020-10-03T19:39:05.610

0 Hypothesis Space of Bayes' Optimal Classifier? 2020-10-03T21:56:59.367

0 Books about statistical inference 2020-10-31T13:36:34.837

0 I think a learning rate schedule would be counter-productive with AdaBelief. Am I wrong? 2020-12-01T15:05:05.903

0 Hyperparameter tuning with Bayesian-Optimization 2021-02-07T08:11:44.963

0 What is the num_initial_points argument for Bayesian Optimization with Keras Tuner? 2021-02-13T17:05:12.847