Index of

	Name	Last modified	Size	Description
	Parent Directory		-
	moocrobot-tud2021-2-m5-20_Monte_Carlo_Gradient_Estimation.mp4	2021-04-07 12:19	59M
	moocrobot-tud2021-2-m5-65_Wrap-up.mp4	2021-03-30 16:37	36M
	moocrobot-tud2021-2-m5-64_Robot_Learning_and_Neural_Networks.mp4	2021-03-30 16:36	99M
	moocrobot-tud2021-2-m5-63_Inductive_Biases_in_Neural_Networks_-_CNNs_and_RNNs.mp4	2021-03-30 16:35	251M
	moocrobot-tud2021-2-m5-62_Theorical_Results.mp4	2021-03-30 16:35	163M
	moocrobot-tud2021-2-m5-61_How_to_Avoid_Overfitting.mp4	2021-03-30 16:34	230M
	moocrobot-tud2021-2-m5-60_Parameter_Initialization.mp4	2021-03-30 16:34	56M
	moocrobot-tud2021-2-m5-59_Adaptive.mp4	2021-03-30 16:33	271M
	moocrobot-tud2021-2-m5-58_Gradient_Descent.mp4	2021-03-30 16:32	245M
	moocrobot-tud2021-2-m5-57_Small_Demo.mp4	2021-03-30 16:32	47M
	moocrobot-tud2021-2-m5-56_Finite_Differences.mp4	2021-03-30 16:29	97M
	moocrobot-tud2021-2-m5-55_How_to_Train_Neural_Networks-Foward_and_Backpropagation.mp4	2021-03-30 16:27	381M
	moocrobot-tud2021-2-m5-54_Activation_Functions_Output_Neurons_and_Loss_Functions.mp4	2021-03-30 16:27	187M
	moocrobot-tud2021-2-m5-53_Model_Type_and_Model_Class.mp4	2021-03-30 16:26	96M
	moocrobot-tud2021-2-m5-52_One_and_Multi-layer_Neural_Networks.mp4	2021-03-30 16:26	142M
	moocrobot-tud2021-2-m5-51_Biology_and_Neural_Networks_Abstractions.mp4	2021-03-30 16:25	172M
	moocrobot-tud2021-2-m5-50_Idea_Behind_Neural_Networks.mp4	2021-03-30 16:24	305M
	moocrobot-tud2021-2-m5-49_Learning_Representations.mp4	2021-03-30 16:24	95M
	moocrobot-tud2021-2-m5-48_Introduction.mp4	2021-03-30 16:24	52M
	moocrobot-tud2021-2-m5-47_Wrap-up.mp4	2021-03-30 16:02	40M
	moocrobot-tud2021-2-m5-46_Gaussian_Processes.mp4	2021-03-30 16:01	101M
	moocrobot-tud2021-2-m5-45_Kernels_and_Feature_Spaces.mp4	2021-03-30 16:01	37M
	moocrobot-tud2021-2-m5-44_From_Linear_Regression_to_Kernel_Regression.mp4	2021-03-30 16:01	179M
	moocrobot-tud2021-2-m5-43_Nonparametric_Regression.mp4	2021-03-30 16:00	159M
	moocrobot-tud2021-2-m5-42_Automatic_Feature_Construction.mp4	2021-03-30 16:00	184M
	moocrobot-tud2021-2-m5-41_Manual_Feature_Construction.mp4	2021-03-30 15:59	163M
	moocrobot-tud2021-2-m5-40_Bayesian_Linear_Regression.mp4	2021-03-30 15:58	39M
	moocrobot-tud2021-2-m5-39_Maximum_a_Posteriori_and_Ridge_Regression.mp4	2021-03-30 15:57	284M
	moocrobot-tud2021-2-m5-38_Maximum_Likelihood_and_KL_Divergence.mp4	2021-03-30 15:57	188M
	moocrobot-tud2021-2-m5-37_Maximum_Likelihood_Estimation.mp4	2021-03-30 15:56	220M
	moocrobot-tud2021-2-m5-36_Frequentists_and_Bayesians.mp4	2021-03-30 15:56	48M
	moocrobot-tud2021-2-m5-35_Cross-validation.mp4	2021-03-30 15:56	91M
	moocrobot-tud2021-2-m5-34_Bias_and_Variance_Tradeoff.mp4	2021-03-30 15:55	118M
	moocrobot-tud2021-2-m5-33_Evaluating_the_Model_Class.mp4	2021-03-30 15:55	170M
	moocrobot-tud2021-2-m5-32_Toy_Example.mp4	2021-03-30 15:55	88M
	moocrobot-tud2021-2-m5-31_Linear_Regression_from_Least-Squares.mp4	2021-03-30 15:53	364M
	moocrobot-tud2021-2-m5-30_Toy_Example.mp4	2021-03-30 15:52	125M
	moocrobot-tud2021-2-m5-29_6-Algorithm_Realization.mp4	2021-03-30 15:52	31M
	moocrobot-tud2021-2-m5-28_5-Model_Class.mp4	2021-03-30 15:52	61M
	moocrobot-tud2021-2-m5-27_4-Model_Type.mp4	2021-03-30 15:51	32M
	moocrobot-tud2021-2-m5-26_3-Evaluation.mp4	2021-03-30 15:51	120M
	moocrobot-tud2021-2-m5-25_2-Problem_Assumptions.mp4	2021-03-30 15:51	48M
	moocrobot-tud2021-2-m5-24_1-Problem_Classes.mp4	2021-03-30 15:50	215M
	moocrobot-tud2021-2-m5-23_Introduction_to_Machine_Learning_-_the_6_choices.mp4	2021-03-30 15:49	285M
	moocrobot-tud2021-2-m5-22_Gaussian_Distributions.mp4	2021-03-30 15:49	143M
	moocrobot-tud2021-2-m5-21_Score_Function_Estimator.mp4	2021-03-30 15:48	152M
	moocrobot-tud2021-2-m5-19_Expectations_Entropy_and_KL_divergence.mp4	2021-03-30 15:45	104M
	moocrobot-tud2021-2-m5-18_Bayes_Theorem.mp4	2021-03-30 15:44	27M
	moocrobot-tud2021-2-m5-17_Probability_and_Statistics_Intro.mp4	2021-03-30 15:44	51M
	moocrobot-tud2021-2-m5-16_Introduction.mp4	2021-03-30 15:44	40M
	moocrobot-tud2021-2-m5-15_Wrap_up.mp4	2021-03-30 15:32	34M
	moocrobot-tud2021-2-m5-14_Solving_Optimal_Control.mp4	2021-03-30 15:31	91M
	moocrobot-tud2021-2-m5-13_Solving_MDPs.mp4	2021-03-30 15:31	52M
	moocrobot-tud2021-2-m5-12_Switching_Linear_Dynamical_Systems.mp4	2021-03-30 15:31	179M
	moocrobot-tud2021-2-m5-11_Hidden_Markov_Models.mp4	2021-03-30 15:30	57M
	moocrobot-tud2021-2-m5-10_Linear_Gaussian_Dynamical_System.mp4	2021-03-30 15:30	91M
	moocrobot-tud2021-2-m5-9_Linear_Gaussian_PCA.mp4	2021-03-30 15:30	46M
	moocrobot-tud2021-2-m5-8_Message_Passing-Linear_Gaussian.mp4	2021-03-30 15:30	65M
	moocrobot-tud2021-2-m5-7_Message_Passing-Discrete.mp4	2021-03-30 15:30	68M
	moocrobot-tud2021-2-m5-6_Thinking_with_PGMs_IIII.mp4	2021-03-30 15:29	41M
	moocrobot-tud2021-2-m5-5_Thinking_with_PGMs_III.mp4	2021-03-30 15:29	117M
	moocrobot-tud2021-2-m5-4_Thinking_with_PGMs_II.mp4	2021-03-30 15:29	90M
	moocrobot-tud2021-2-m5-3_Thinking_with_PGMs_I.mp4	2021-03-30 15:28	164M
	moocrobot-tud2021-2-m5-2_PGM_applications_for_robotics.mp4	2021-03-30 15:28	99M
	moocrobot-tud2021-2-m5-1_Why_should_a_roboticist_care_about_PGMs.mp4	2021-03-30 15:27	189M
	Lecture5c_2.mp4	2020-12-11 08:50	1.8G
	Lecture5b_1.mp4	2020-12-08 14:13	2.1G
	Lecture5a_2.mp4	2020-12-08 13:43	1.2G