Academictorrents e8b1f9c5bf555fe58bc73addb83457dd6da69630 | 75067988ECD5E75D1F594F02C9C8B33A476767F9

Academictorrents e8b1f9c5bf555fe58bc73addb83457dd6da69630

Name	academictorrents_e8b1f9c5bf555fe58bc73addb83457dd6da69630	DOWNLOAD Copy Link
Total Size	7.2 GB
Total Files	1170
Hash	75067988ECD5E75D1F594F02C9C8B33A476767F9

/01_I._Introduction_Week_1/
01_Welcome_7_min.mp4	12.5 MB
01_Welcome_7_min.ogv	28.6 MB
01_Welcome_7_min.pdf	3.5 MB
01_Welcome_7_min.pptx	4.2 MB
01_Welcome_7_min.srt	10.1 KB
01_Welcome_7_min.txt	6.9 KB
01_Welcome_7_min_abbyy.gz	130.8 KB
01_Welcome_7_min_djvu.txt	7.9 KB
01_Welcome_7_min_djvu.xml	169.3 KB
01_Welcome_7_min_jp2.zip	7.0 MB
01_Welcome_7_min_scandata.xml	11.9 KB
02_What_is_Machine_Learning_7_min.mp4	9.8 MB
02_What_is_Machine_Learning_7_min.ogv	26.1 MB
02_What_is_Machine_Learning_7_min.srt	10.4 KB
02_What_is_Machine_Learning_7_min.txt	7.1 KB
03_Supervised_Learning_12_min.mp4	14.1 MB
03_Supervised_Learning_12_min.ogv	31.8 MB
03_Supervised_Learning_12_min.srt	17.2 KB
03_Supervised_Learning_12_min.txt	11.8 KB
04_Unsupervised_Learning_14_min.mp4	17.5 MB
04_Unsupervised_Learning_14_min.ogv	45.8 MB
04_Unsupervised_Learning_14_min.srt	29.8 KB
04_Unsupervised_Learning_14_min.txt	14.2 KB
/02_II._Linear_Regression_with_One_Variable_Week_1/
01_Model_Representation_8_min.mp4	9.4 MB
01_Model_Representation_8_min.ogv	24.9 MB
01_Model_Representation_8_min.pdf	3.0 MB
01_Model_Representation_8_min.pptx	5.6 MB
01_Model_Representation_8_min.srt	10.2 KB
01_Model_Representation_8_min.txt	7.0 KB
01_Model_Representation_8_min_abbyy.gz	173.5 KB
01_Model_Representation_8_min_djvu.txt	7.8 KB
01_Model_Representation_8_min_djvu.xml	338.1 KB
01_Model_Representation_8_min_jp2.zip	19.4 MB
01_Model_Representation_8_min_scandata.xml	14.9 KB
02_Cost_Function_8_min.mp4	9.5 MB
02_Cost_Function_8_min.ogv	22.7 MB
02_Cost_Function_8_min.srt	10.1 KB
02_Cost_Function_8_min.txt	6.9 KB
03_Cost_Function_-_Intuition_I_11_min.mp4	12.8 MB
03_Cost_Function_-_Intuition_I_11_min.ogv	31.8 MB
03_Cost_Function_-_Intuition_I_11_min.srt	12.4 KB
03_Cost_Function_-_Intuition_I_11_min.txt	8.5 KB
04_Cost_Function_-_Intuition_II_9_min.mp4	11.9 MB
04_Cost_Function_-_Intuition_II_9_min.ogv	31.1 MB
04_Cost_Function_-_Intuition_II_9_min.srt	11.4 KB
04_Cost_Function_-_Intuition_II_9_min.txt	7.9 KB
05_Gradient_Descent_11_min.mp4	14.2 MB
05_Gradient_Descent_11_min.ogv	36.6 MB
05_Gradient_Descent_11_min.srt	15.8 KB
05_Gradient_Descent_11_min.txt	10.6 KB
06_Gradient_Descent_Intuition_12_min.mp4	13.7 MB
06_Gradient_Descent_Intuition_12_min.ogv	31.4 MB
06_Gradient_Descent_Intuition_12_min.srt	15.9 KB
06_Gradient_Descent_Intuition_12_min.txt	11.0 KB
07_Gradient_Descent_For_Linear_Regression_10_min.mp4	12.8 MB
07_Gradient_Descent_For_Linear_Regression_10_min.ogv	28.2 MB
07_Gradient_Descent_For_Linear_Regression_10_min.srt	19.2 KB
07_Gradient_Descent_For_Linear_Regression_10_min.txt	9.0 KB
08_Whats_Next_6_min.mp4	6.4 MB
08_Whats_Next_6_min.ogv	16.8 MB
08_Whats_Next_6_min.srt	8.7 KB
08_Whats_Next_6_min.txt	6.0 KB
/03_III._Linear_Algebra_Review_Week_1_Optional/
01_Matrices_and_Vectors_9_min.mp4	10.0 MB
01_Matrices_and_Vectors_9_min.ogv	22.3 MB
01_Matrices_and_Vectors_9_min.pdf	1.9 MB
01_Matrices_and_Vectors_9_min.pptx	5.2 MB
01_Matrices_and_Vectors_9_min.srt	16.3 KB
01_Matrices_and_Vectors_9_min.txt	7.2 KB
01_Matrices_and_Vectors_9_min_abbyy.gz	130.1 KB
01_Matrices_and_Vectors_9_min_djvu.txt	4.7 KB
01_Matrices_and_Vectors_9_min_djvu.xml	237.2 KB
01_Matrices_and_Vectors_9_min_jp2.zip	8.9 MB
01_Matrices_and_Vectors_9_min_scandata.xml	7.7 KB
02_Addition_and_Scalar_Multiplication_7_min.mp4	7.8 MB
02_Addition_and_Scalar_Multiplication_7_min.ogv	16.2 MB
02_Addition_and_Scalar_Multiplication_7_min.srt	12.3 KB
02_Addition_and_Scalar_Multiplication_7_min.txt	5.6 KB
03_Matrix_Vector_Multiplication_14_min.mp4	15.7 MB
03_Matrix_Vector_Multiplication_14_min.ogv	36.7 MB
03_Matrix_Vector_Multiplication_14_min.srt	24.8 KB
03_Matrix_Vector_Multiplication_14_min.txt	11.1 KB
04_Matrix_Matrix_Multiplication_11_min.mp4	13.2 MB
04_Matrix_Matrix_Multiplication_11_min.ogv	29.5 MB
04_Matrix_Matrix_Multiplication_11_min.srt	21.1 KB
04_Matrix_Matrix_Multiplication_11_min.txt	9.3 KB
05_Matrix_Multiplication_Properties_9_min.mp4	10.3 MB
05_Matrix_Multiplication_Properties_9_min.ogv	22.4 MB
05_Matrix_Multiplication_Properties_9_min.srt	17.2 KB
05_Matrix_Multiplication_Properties_9_min.txt	7.6 KB
06_Inverse_and_Transpose_11_min.mp4	13.5 MB
06_Inverse_and_Transpose_11_min.ogv	32.1 MB
06_Inverse_and_Transpose_11_min.srt	21.6 KB
06_Inverse_and_Transpose_11_min.txt	9.5 KB
/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/
01_Multiple_Features_8_min.mp4	9.3 MB
01_Multiple_Features_8_min.ogv	22.0 MB
01_Multiple_Features_8_min.pdf	1.8 MB
01_Multiple_Features_8_min.pptx	4.6 MB
01_Multiple_Features_8_min.srt	14.9 KB
01_Multiple_Features_8_min.txt	6.6 KB
01_Multiple_Features_8_min_abbyy.gz	152.9 KB
01_Multiple_Features_8_min_djvu.txt	6.0 KB
01_Multiple_Features_8_min_djvu.xml	236.5 KB
01_Multiple_Features_8_min_jp2.zip	10.4 MB
01_Multiple_Features_8_min_scandata.xml	9.5 KB
02_Gradient_Descent_for_Multiple_Variables_5_min.mp4	6.1 MB
02_Gradient_Descent_for_Multiple_Variables_5_min.ogv	15.8 MB
02_Gradient_Descent_for_Multiple_Variables_5_min.srt	6.8 KB
02_Gradient_Descent_for_Multiple_Variables_5_min.txt	4.4 KB
03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp4	9.9 MB
03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.ogv	24.0 MB
03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.srt	17.4 KB
03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.txt	7.9 KB
04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp4	9.7 MB
04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.ogv	25.0 MB
04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.srt	18.9 KB
04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.txt	8.7 KB
05_Features_and_Polynomial_Regression_8_min.mp4	8.7 MB
05_Features_and_Polynomial_Regression_8_min.ogv	18.0 MB
05_Features_and_Polynomial_Regression_8_min.srt	16.3 KB
05_Features_and_Polynomial_Regression_8_min.txt	7.6 KB
06_Normal_Equation_16_min.mp4	18.0 MB
06_Normal_Equation_16_min.ogv	45.7 MB
06_Normal_Equation_16_min.srt	31.9 KB
06_Normal_Equation_16_min.txt	15.1 KB
07_Normal_Equation_Noninvertibility_Optional_6_min.mp4	6.5 MB
07_Normal_Equation_Noninvertibility_Optional_6_min.ogv	18.5 MB
07_Normal_Equation_Noninvertibility_Optional_6_min.srt	10.0 KB
07_Normal_Equation_Noninvertibility_Optional_6_min.txt	5.8 KB
/05_V._Octave_Tutorial_Week_2/
01_Basic_Operations_14_min.mp4	18.6 MB
01_Basic_Operations_14_min.ogv	42.5 MB
01_Basic_Operations_14_min.pdf	248.2 KB
01_Basic_Operations_14_min.pptx	417.1 KB
01_Basic_Operations_14_min.srt	26.0 KB
01_Basic_Operations_14_min.txt	11.9 KB
01_Basic_Operations_14_min_abbyy.gz	25.0 KB
01_Basic_Operations_14_min_djvu.txt	1.3 KB
01_Basic_Operations_14_min_djvu.xml	50.1 KB
01_Basic_Operations_14_min_jp2.zip	1.7 MB
01_Basic_Operations_14_min_scandata.xml	3.2 KB
02_Moving_Data_Around_16_min.mp4	21.8 MB
02_Moving_Data_Around_16_min.ogv	47.9 MB
02_Moving_Data_Around_16_min.srt	29.3 KB
02_Moving_Data_Around_16_min.txt	13.2 KB
03_Computing_on_Data_13_min.mp4	16.0 MB
03_Computing_on_Data_13_min.ogv	35.0 MB
03_Computing_on_Data_13_min.srt	25.5 KB
03_Computing_on_Data_13_min.txt	11.3 KB
04_Plotting_Data_10_min.mp4	14.0 MB
04_Plotting_Data_10_min.ogv	40.0 MB
04_Plotting_Data_10_min.srt	17.8 KB
04_Plotting_Data_10_min.txt	7.9 KB
05_Control_Statements-_for_while_if_statements_13_min.mp4	17.3 MB
05_Control_Statements-_for_while_if_statements_13_min.ogv	41.4 MB
05_Control_Statements-_for_while_if_statements_13_min.srt	23.9 KB
05_Control_Statements-_for_while_if_statements_13_min.txt	10.9 KB
06_Vectorization_14_min.mp4	16.9 MB
06_Vectorization_14_min.ogv	46.4 MB
06_Vectorization_14_min.srt	25.8 KB
06_Vectorization_14_min.txt	11.7 KB
07_Working_on_and_Submitting_Programming_Exercises_4_min.mp4	5.7 MB
07_Working_on_and_Submitting_Programming_Exercises_4_min.ogv	15.7 MB
07_Working_on_and_Submitting_Programming_Exercises_4_min.srt	4.5 KB
07_Working_on_and_Submitting_Programming_Exercises_4_min.txt	3.1 KB
/06_VI._Logistic_Regression_Week_3/
01_Classification_8_min.mp4	9.2 MB
01_Classification_8_min.ogv	20.6 MB
01_Classification_8_min.pdf	2.2 MB
01_Classification_8_min.pptx	4.0 MB
01_Classification_8_min.srt	16.6 KB
01_Classification_8_min.txt	7.8 KB
01_Classification_8_min_abbyy.gz	160.5 KB
01_Classification_8_min_djvu.txt	6.1 KB
01_Classification_8_min_djvu.xml	237.5 KB
01_Classification_8_min_jp2.zip	10.6 MB
01_Classification_8_min_scandata.xml	9.5 KB
02_Hypothesis_Representation_7_min.mp4	8.7 MB
02_Hypothesis_Representation_7_min.ogv	22.5 MB
02_Hypothesis_Representation_7_min.srt	14.5 KB
02_Hypothesis_Representation_7_min.txt	6.6 KB
03_Decision_Boundary_15_min.mp4	17.6 MB
03_Decision_Boundary_15_min.ogv	43.4 MB
03_Decision_Boundary_15_min.srt	27.4 KB
03_Decision_Boundary_15_min.txt	12.4 KB
04_Cost_Function_11_min.mp4	13.7 MB
04_Cost_Function_11_min.ogv	31.0 MB
04_Cost_Function_11_min.srt	22.7 KB
04_Cost_Function_11_min.txt	10.2 KB
05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp4	12.5 MB
05_Simplified_Cost_Function_and_Gradient_Descent_10_min.ogv	30.4 MB
05_Simplified_Cost_Function_and_Gradient_Descent_10_min.srt	20.0 KB
05_Simplified_Cost_Function_and_Gradient_Descent_10_min.txt	9.3 KB
06_Advanced_Optimization_14_min.mp4	19.0 MB
06_Advanced_Optimization_14_min.ogv	49.5 MB
06_Advanced_Optimization_14_min.srt	28.5 KB
06_Advanced_Optimization_14_min.txt	13.8 KB
07_Multiclass_Classification-_One-vs-all_6_min.mp4	7.3 MB
07_Multiclass_Classification-_One-vs-all_6_min.ogv	15.2 MB
07_Multiclass_Classification-_One-vs-all_6_min.srt	12.9 KB
07_Multiclass_Classification-_One-vs-all_6_min.txt	6.1 KB
/07_VII._Regularization_Week_3/
01_The_Problem_of_Overfitting_10_min.mp4	11.7 MB
01_The_Problem_of_Overfitting_10_min.ogv	28.5 MB
01_The_Problem_of_Overfitting_10_min.pdf	2.5 MB
01_The_Problem_of_Overfitting_10_min.pptx	2.7 MB
01_The_Problem_of_Overfitting_10_min.srt	19.7 KB
01_The_Problem_of_Overfitting_10_min.txt	9.5 KB
01_The_Problem_of_Overfitting_10_min_abbyy.gz	131.5 KB
01_The_Problem_of_Overfitting_10_min_djvu.txt	5.3 KB
01_The_Problem_of_Overfitting_10_min_djvu.xml	218.8 KB
01_The_Problem_of_Overfitting_10_min_jp2.zip	6.9 MB
01_The_Problem_of_Overfitting_10_min_scandata.xml	7.4 KB
02_Cost_Function_10_min.mp4	12.2 MB
02_Cost_Function_10_min.ogv	28.2 MB
02_Cost_Function_10_min.srt	20.2 KB
02_Cost_Function_10_min.txt	9.4 KB
03_Regularized_Linear_Regression_11_min.mp4	12.6 MB
03_Regularized_Linear_Regression_11_min.ogv	26.3 MB
03_Regularized_Linear_Regression_11_min.srt	20.9 KB
03_Regularized_Linear_Regression_11_min.txt	9.7 KB
04_Regularized_Logistic_Regression_9_min.mp4	11.4 MB
04_Regularized_Logistic_Regression_9_min.ogv	31.9 MB
04_Regularized_Logistic_Regression_9_min.srt	17.6 KB
04_Regularized_Logistic_Regression_9_min.txt	8.2 KB
/08_VIII._Neural_Networks-_Representation_Week_4/
01_Non-linear_Hypotheses_10_min.mp4	11.4 MB
01_Non-linear_Hypotheses_10_min.ogv	29.5 MB
01_Non-linear_Hypotheses_10_min.pdf	5.2 MB
01_Non-linear_Hypotheses_10_min.pptx	42.3 MB
01_Non-linear_Hypotheses_10_min.srt	19.5 KB
01_Non-linear_Hypotheses_10_min.txt	9.0 KB
01_Non-linear_Hypotheses_10_min_abbyy.gz	146.5 KB
01_Non-linear_Hypotheses_10_min_djvu.txt	6.6 KB
01_Non-linear_Hypotheses_10_min_djvu.xml	252.6 KB
01_Non-linear_Hypotheses_10_min_jp2.zip	12.7 MB
01_Non-linear_Hypotheses_10_min_scandata.xml	12.8 KB
02_Neurons_and_the_Brain_8_min.mp4	10.4 MB
02_Neurons_and_the_Brain_8_min.ogv	26.7 MB
02_Neurons_and_the_Brain_8_min.srt	16.8 KB
02_Neurons_and_the_Brain_8_min.txt	7.8 KB
03_Model_Representation_I_12_min.mp4	14.2 MB
03_Model_Representation_I_12_min.ogv	38.0 MB
03_Model_Representation_I_12_min.srt	22.1 KB
03_Model_Representation_I_12_min.txt	10.0 KB
04_Model_Representation_II_12_min.mp4	14.1 MB
04_Model_Representation_II_12_min.ogv	40.4 MB
04_Model_Representation_II_12_min.srt	23.0 KB
04_Model_Representation_II_12_min.txt	10.4 KB
05_Examples_and_Intuitions_I_7_min.mp4	8.3 MB
05_Examples_and_Intuitions_I_7_min.ogv	18.7 MB
05_Examples_and_Intuitions_I_7_min.srt	13.4 KB
05_Examples_and_Intuitions_I_7_min.txt	5.8 KB
06_Examples_and_Intuitions_II_10_min.mp4	14.7 MB
06_Examples_and_Intuitions_II_10_min.ogv	31.6 MB
06_Examples_and_Intuitions_II_10_min.srt	17.5 KB
06_Examples_and_Intuitions_II_10_min.txt	7.8 KB
07_Multiclass_Classification_4_min.mp4	5.1 MB
07_Multiclass_Classification_4_min.ogv	14.9 MB
07_Multiclass_Classification_4_min.srt	7.6 KB
07_Multiclass_Classification_4_min.txt	3.5 KB
/09_IX._Neural_Networks-_Learning_Week_5/
01_Cost_Function_7_min.mp4	8.0 MB
01_Cost_Function_7_min.ogv	22.1 MB
01_Cost_Function_7_min.pdf	3.5 MB
01_Cost_Function_7_min.pptx	5.2 MB
01_Cost_Function_7_min.srt	13.5 KB
01_Cost_Function_7_min.txt	6.2 KB
01_Cost_Function_7_min_abbyy.gz	185.3 KB
01_Cost_Function_7_min_djvu.txt	8.2 KB
01_Cost_Function_7_min_djvu.xml	266.2 KB
01_Cost_Function_7_min_jp2.zip	14.1 MB
01_Cost_Function_7_min_scandata.xml	10.1 KB
02_Backpropagation_Algorithm_12_min.mp4	14.6 MB
02_Backpropagation_Algorithm_12_min.ogv	41.2 MB
02_Backpropagation_Algorithm_12_min.srt	23.4 KB
02_Backpropagation_Algorithm_12_min.txt	10.6 KB
03_Backpropagation_Intuition_13_min.mp4	16.2 MB
03_Backpropagation_Intuition_13_min.ogv	48.6 MB
03_Backpropagation_Intuition_13_min.srt	25.6 KB
03_Backpropagation_Intuition_13_min.txt	11.6 KB
04_Implementation_Note-_Unrolling_Parameters_8_min.mp4	9.8 MB
04_Implementation_Note-_Unrolling_Parameters_8_min.ogv	26.1 MB
04_Implementation_Note-_Unrolling_Parameters_8_min.srt	15.3 KB
04_Implementation_Note-_Unrolling_Parameters_8_min.txt	7.0 KB
05_Gradient_Checking_12_min.mp4	14.2 MB
05_Gradient_Checking_12_min.ogv	37.7 MB
05_Gradient_Checking_12_min.srt	24.1 KB
05_Gradient_Checking_12_min.txt	11.7 KB
06_Random_Initialization_7_min.mp4	7.9 MB
06_Random_Initialization_7_min.ogv	20.3 MB
06_Random_Initialization_7_min.srt	14.3 KB
06_Random_Initialization_7_min.txt	7.1 KB
07_Putting_It_Together_14_min.mp4	17.1 MB
07_Putting_It_Together_14_min.ogv	50.9 MB
07_Putting_It_Together_14_min.srt	28.3 KB
07_Putting_It_Together_14_min.txt	13.4 KB
08_Autonomous_Driving_7_min.mp4	15.6 MB
08_Autonomous_Driving_7_min.ogv	26.5 MB
08_Autonomous_Driving_7_min.srt	10.0 KB
08_Autonomous_Driving_7_min.txt	4.7 KB
/10_X._Advice_for_Applying_Machine_Learning_Week_6/
01_Deciding_What_to_Try_Next_6_min.mp4	7.2 MB
01_Deciding_What_to_Try_Next_6_min.ogv	19.2 MB
01_Deciding_What_to_Try_Next_6_min.pdf	1.6 MB
01_Deciding_What_to_Try_Next_6_min.pptx	3.5 MB
01_Deciding_What_to_Try_Next_6_min.srt	12.7 KB
01_Deciding_What_to_Try_Next_6_min.txt	6.1 KB
01_Deciding_What_to_Try_Next_6_min_abbyy.gz	170.0 KB
01_Deciding_What_to_Try_Next_6_min_djvu.txt	7.8 KB
01_Deciding_What_to_Try_Next_6_min_djvu.xml	255.1 KB
01_Deciding_What_to_Try_Next_6_min_jp2.zip	10.9 MB
01_Deciding_What_to_Try_Next_6_min_scandata.xml	9.2 KB
02_Evaluating_a_Hypothesis_8_min.mp4	8.9 MB
02_Evaluating_a_Hypothesis_8_min.ogv	21.3 MB
02_Evaluating_a_Hypothesis_8_min.srt	11.8 KB
02_Evaluating_a_Hypothesis_8_min.txt	6.5 KB
03_Model_Selection_and_Train-Validation-Test_Sets_12_min.mp4	14.8 MB
03_Model_Selection_and_Train-Validation-Test_Sets_12_min.ogv	37.1 MB
03_Model_Selection_and_Train-Validation-Test_Sets_12_min.srt	25.2 KB
03_Model_Selection_and_Train-Validation-Test_Sets_12_min.txt	11.5 KB
04_Diagnosing_Bias_vs._Variance_8_min.mp4	9.4 MB
04_Diagnosing_Bias_vs._Variance_8_min.ogv	23.6 MB
04_Diagnosing_Bias_vs._Variance_8_min.srt	16.5 KB
04_Diagnosing_Bias_vs._Variance_8_min.txt	7.9 KB
05_Regularization_and_Bias-Variance_11_min.mp4	13.2 MB
05_Regularization_and_Bias-Variance_11_min.ogv	33.9 MB
05_Regularization_and_Bias-Variance_11_min.srt	23.1 KB
05_Regularization_and_Bias-Variance_11_min.txt	10.6 KB
06_Learning_Curves_12_min.mp4	13.5 MB
06_Learning_Curves_12_min.ogv	30.0 MB
06_Learning_Curves_12_min.srt	25.3 KB
06_Learning_Curves_12_min.txt	12.0 KB
07_Deciding_What_to_Do_Next_Revisited_7_min.mp4	8.6 MB
07_Deciding_What_to_Do_Next_Revisited_7_min.ogv	27.0 MB
07_Deciding_What_to_Do_Next_Revisited_7_min.srt	14.4 KB
07_Deciding_What_to_Do_Next_Revisited_7_min.txt	7.0 KB
/11_XI._Machine_Learning_System_Design_Week_6/
01_Prioritizing_What_to_Work_On_10_min.mp4	11.7 MB
01_Prioritizing_What_to_Work_On_10_min.ogv	29.0 MB
01_Prioritizing_What_to_Work_On_10_min.pdf	509.6 KB
01_Prioritizing_What_to_Work_On_10_min.pptx	2.0 MB
01_Prioritizing_What_to_Work_On_10_min.srt	20.1 KB
01_Prioritizing_What_to_Work_On_10_min.txt	9.3 KB
01_Prioritizing_What_to_Work_On_10_min_abbyy.gz	123.3 KB
01_Prioritizing_What_to_Work_On_10_min_djvu.txt	6.4 KB
01_Prioritizing_What_to_Work_On_10_min_djvu.xml	149.4 KB
01_Prioritizing_What_to_Work_On_10_min_jp2.zip	7.5 MB
01_Prioritizing_What_to_Work_On_10_min_scandata.xml	5.6 KB
02_Error_Analysis_13_min.mp4	16.2 MB
02_Error_Analysis_13_min.ogv	49.3 MB
02_Error_Analysis_13_min.srt	28.1 KB
02_Error_Analysis_13_min.txt	13.3 KB
03_Error_Metrics_for_Skewed_Classes_12_min.mp4	13.9 MB
03_Error_Metrics_for_Skewed_Classes_12_min.ogv	37.0 MB
03_Error_Metrics_for_Skewed_Classes_12_min.srt	22.6 KB
03_Error_Metrics_for_Skewed_Classes_12_min.txt	10.4 KB
04_Trading_Off_Precision_and_Recall_14_min.mp4	16.8 MB
04_Trading_Off_Precision_and_Recall_14_min.ogv	43.0 MB
04_Trading_Off_Precision_and_Recall_14_min.srt	29.3 KB
04_Trading_Off_Precision_and_Recall_14_min.txt	13.5 KB
05_Data_For_Machine_Learning_11_min.mp4	13.5 MB
05_Data_For_Machine_Learning_11_min.ogv	37.4 MB
05_Data_For_Machine_Learning_11_min.srt	23.7 KB
05_Data_For_Machine_Learning_11_min.txt	11.0 KB
/12_XII._Support_Vector_Machines_Week_7/
01_Optimization_Objective_15_min.mp4	17.5 MB
01_Optimization_Objective_15_min.ogv	43.1 MB
01_Optimization_Objective_15_min.pdf	2.4 MB
01_Optimization_Objective_15_min.pptx	5.6 MB
01_Optimization_Objective_15_min.srt	30.1 KB
01_Optimization_Objective_15_min.txt	13.8 KB
01_Optimization_Objective_15_min_abbyy.gz	159.5 KB
01_Optimization_Objective_15_min_djvu.txt	6.6 KB
01_Optimization_Objective_15_min_djvu.xml	268.3 KB
01_Optimization_Objective_15_min_jp2.zip	11.8 MB
01_Optimization_Objective_15_min_scandata.xml	9.5 KB
02_Large_Margin_Intuition_11_min.mp4	12.4 MB
02_Large_Margin_Intuition_11_min.ogv	25.7 MB
02_Large_Margin_Intuition_11_min.srt	21.8 KB
02_Large_Margin_Intuition_11_min.txt	10.2 KB
03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.mp4	22.9 MB
03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.ogv	57.2 MB
03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.srt	36.7 KB
03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.txt	16.8 KB
04_Kernels_I_16_min.mp4	18.4 MB
04_Kernels_I_16_min.ogv	40.0 MB
04_Kernels_I_16_min.srt	29.8 KB
04_Kernels_I_16_min.txt	13.5 KB
05_Kernels_II_16_min.mp4	18.3 MB
05_Kernels_II_16_min.ogv	47.0 MB
05_Kernels_II_16_min.srt	31.4 KB
05_Kernels_II_16_min.txt	14.8 KB
06_Using_An_SVM_21_min.mp4	25.1 MB
06_Using_An_SVM_21_min.ogv	68.8 MB
06_Using_An_SVM_21_min.srt	44.5 KB
06_Using_An_SVM_21_min.txt	21.2 KB
/13_XIII._Clustering_Week_8/
01_Unsupervised_Learning-_Introduction_3_min.mp4	4.0 MB
01_Unsupervised_Learning-_Introduction_3_min.ogv	9.3 MB
01_Unsupervised_Learning-_Introduction_3_min.pdf	2.3 MB
01_Unsupervised_Learning-_Introduction_3_min.pptx	2.9 MB
01_Unsupervised_Learning-_Introduction_3_min.srt	7.2 KB
01_Unsupervised_Learning-_Introduction_3_min.txt	3.5 KB
01_Unsupervised_Learning-_Introduction_3_min_abbyy.gz	78.3 KB
01_Unsupervised_Learning-_Introduction_3_min_djvu.txt	3.8 KB
01_Unsupervised_Learning-_Introduction_3_min_djvu.xml	142.4 KB
01_Unsupervised_Learning-_Introduction_3_min_jp2.zip	6.4 MB
01_Unsupervised_Learning-_Introduction_3_min_scandata.xml	8.9 KB
02_K-Means_Algorithm_13_min.mp4	14.5 MB
02_K-Means_Algorithm_13_min.ogv	32.0 MB
02_K-Means_Algorithm_13_min.srt	26.9 KB
02_K-Means_Algorithm_13_min.txt	12.3 KB
03_Optimization_Objective_7_min.mp4	8.5 MB
03_Optimization_Objective_7_min.ogv	24.1 MB
03_Optimization_Objective_7_min.srt	14.0 KB
03_Optimization_Objective_7_min.txt	6.5 KB
04_Random_Initialization_8_min.mp4	9.1 MB
04_Random_Initialization_8_min.ogv	20.0 MB
04_Random_Initialization_8_min.srt	16.6 KB
04_Random_Initialization_8_min.txt	8.0 KB
05_Choosing_the_Number_of_Clusters_8_min.mp4	9.9 MB
05_Choosing_the_Number_of_Clusters_8_min.ogv	23.7 MB
05_Choosing_the_Number_of_Clusters_8_min.srt	18.4 KB
05_Choosing_the_Number_of_Clusters_8_min.txt	8.6 KB
/14_XIV._Dimensionality_Reduction_Week_8/
01_Motivation_I-_Data_Compression_10_min.mp4	15.0 MB
01_Motivation_I-_Data_Compression_10_min.ogv	32.8 MB
01_Motivation_I-_Data_Compression_10_min.pdf	1.7 MB
01_Motivation_I-_Data_Compression_10_min.pptx	3.8 MB
01_Motivation_I-_Data_Compression_10_min.srt	20.6 KB
01_Motivation_I-_Data_Compression_10_min.txt	9.4 KB
01_Motivation_I-_Data_Compression_10_min_abbyy.gz	134.2 KB
01_Motivation_I-_Data_Compression_10_min_djvu.txt	6.3 KB
01_Motivation_I-_Data_Compression_10_min_djvu.xml	211.4 KB
01_Motivation_I-_Data_Compression_10_min_jp2.zip	11.0 MB
01_Motivation_I-_Data_Compression_10_min_scandata.xml	9.2 KB
02_Motivation_II-_Visualization_6_min.mp4	6.6 MB
02_Motivation_II-_Visualization_6_min.ogv	16.2 MB
02_Motivation_II-_Visualization_6_min.srt	10.4 KB
02_Motivation_II-_Visualization_6_min.txt	4.8 KB
03_Principal_Component_Analysis_Problem_Formulation_9_min.mp4	11.0 MB
03_Principal_Component_Analysis_Problem_Formulation_9_min.ogv	26.3 MB
03_Principal_Component_Analysis_Problem_Formulation_9_min.srt	18.9 KB
03_Principal_Component_Analysis_Problem_Formulation_9_min.txt	8.8 KB
04_Principal_Component_Analysis_Algorithm_15_min.mp4	18.7 MB
04_Principal_Component_Analysis_Algorithm_15_min.ogv	51.4 MB
04_Principal_Component_Analysis_Algorithm_15_min.srt	29.3 KB
04_Principal_Component_Analysis_Algorithm_15_min.txt	13.1 KB
05_Choosing_the_Number_of_Principal_Components_11_min.mp4	12.4 MB
05_Choosing_the_Number_of_Principal_Components_11_min.ogv	35.6 MB
05_Choosing_the_Number_of_Principal_Components_11_min.srt	21.7 KB
05_Choosing_the_Number_of_Principal_Components_11_min.txt	9.9 KB
06_Reconstruction_from_Compressed_Representation_4_min.mp4	5.2 MB
06_Reconstruction_from_Compressed_Representation_4_min.ogv	10.8 MB
06_Reconstruction_from_Compressed_Representation_4_min.srt	7.7 KB
06_Reconstruction_from_Compressed_Representation_4_min.txt	3.6 KB
07_Advice_for_Applying_PCA_13_min.mp4	15.4 MB
07_Advice_for_Applying_PCA_13_min.ogv	45.1 MB
07_Advice_for_Applying_PCA_13_min.srt	27.0 KB
07_Advice_for_Applying_PCA_13_min.txt	12.5 KB
/15_XV._Anomaly_Detection_Week_9/
01_Problem_Motivation_8_min.mp4	8.8 MB
01_Problem_Motivation_8_min.ogv	19.9 MB
01_Problem_Motivation_8_min.pdf	3.5 MB
01_Problem_Motivation_8_min.pptx	6.3 MB
01_Problem_Motivation_8_min.srt	16.4 KB
01_Problem_Motivation_8_min.txt	7.7 KB
01_Problem_Motivation_8_min_abbyy.gz	199.8 KB
01_Problem_Motivation_8_min_djvu.txt	8.6 KB
01_Problem_Motivation_8_min_djvu.xml	344.9 KB
01_Problem_Motivation_8_min_jp2.zip	16.6 MB
01_Problem_Motivation_8_min_scandata.xml	11.3 KB
02_Gaussian_Distribution_10_min.mp4	12.3 MB
02_Gaussian_Distribution_10_min.ogv	22.9 MB
02_Gaussian_Distribution_10_min.srt	21.1 KB
02_Gaussian_Distribution_10_min.txt	10.0 KB
03_Algorithm_12_min.mp4	14.6 MB
03_Algorithm_12_min.ogv	37.9 MB
03_Algorithm_12_min.srt	24.1 KB
03_Algorithm_12_min.txt	10.9 KB
04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.mp4	15.9 MB
04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.ogv	42.9 MB
04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.srt	27.9 KB
04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.txt	13.2 KB
05_Anomaly_Detection_vs._Supervised_Learning_8_min.mp4	9.7 MB
05_Anomaly_Detection_vs._Supervised_Learning_8_min.ogv	27.9 MB
05_Anomaly_Detection_vs._Supervised_Learning_8_min.srt	16.8 KB
05_Anomaly_Detection_vs._Supervised_Learning_8_min.txt	8.0 KB
06_Choosing_What_Features_to_Use_12_min.mp4	14.8 MB
06_Choosing_What_Features_to_Use_12_min.ogv	39.7 MB
06_Choosing_What_Features_to_Use_12_min.srt	25.7 KB
06_Choosing_What_Features_to_Use_12_min.txt	12.0 KB
07_Multivariate_Gaussian_Distribution_Optional_14_min.mp4	16.7 MB
07_Multivariate_Gaussian_Distribution_Optional_14_min.ogv	41.7 MB
07_Multivariate_Gaussian_Distribution_Optional_14_min.srt	28.1 KB
07_Multivariate_Gaussian_Distribution_Optional_14_min.txt	12.7 KB
08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.mp4	17.1 MB
08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.ogv	52.5 MB
08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.srt	26.9 KB
08_Anomaly_Detection_using_the_Multivariate_Gaussian_Distribution_Optional_14_min.txt	13.2 KB
/16_XVI._Recommender_Systems_Week_9/
01_Problem_Formulation_8_min.mp4	11.2 MB
01_Problem_Formulation_8_min.ogv	29.3 MB
01_Problem_Formulation_8_min.pdf	1.5 MB
01_Problem_Formulation_8_min.pptx	3.8 MB
01_Problem_Formulation_8_min.srt	17.2 KB
01_Problem_Formulation_8_min.txt	8.1 KB
01_Problem_Formulation_8_min_abbyy.gz	150.2 KB
01_Problem_Formulation_8_min_djvu.txt	6.5 KB
01_Problem_Formulation_8_min_djvu.xml	241.7 KB
01_Problem_Formulation_8_min_jp2.zip	8.5 MB
01_Problem_Formulation_8_min_scandata.xml	6.8 KB
02_Content_Based_Recommendations_15_min.mp4	17.8 MB
02_Content_Based_Recommendations_15_min.ogv	51.3 MB
02_Content_Based_Recommendations_15_min.srt	29.3 KB
02_Content_Based_Recommendations_15_min.txt	13.3 KB
03_Collaborative_Filtering_10_min.mp4	12.3 MB
03_Collaborative_Filtering_10_min.ogv	28.5 MB
03_Collaborative_Filtering_10_min.srt	20.7 KB
03_Collaborative_Filtering_10_min.txt	9.7 KB
04_Collaborative_Filtering_Algorithm_9_min.mp4	10.8 MB
04_Collaborative_Filtering_Algorithm_9_min.ogv	36.8 MB
04_Collaborative_Filtering_Algorithm_9_min.srt	16.9 KB
04_Collaborative_Filtering_Algorithm_9_min.txt	7.9 KB
05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.mp4	10.2 MB
05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.ogv	24.0 MB
05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.srt	16.7 KB
05_Vectorization-_Low_Rank_Matrix_Factorization_8_min.txt	7.8 KB
06_Implementational_Detail-_Mean_Normalization_9_min.mp4	10.2 MB
06_Implementational_Detail-_Mean_Normalization_9_min.ogv	28.0 MB
06_Implementational_Detail-_Mean_Normalization_9_min.srt	17.0 KB
06_Implementational_Detail-_Mean_Normalization_9_min.txt	7.8 KB
/17_XVII._Large_Scale_Machine_Learning_Week_10/
01_Learning_With_Large_Datasets_6_min.mp4	6.8 MB
01_Learning_With_Large_Datasets_6_min.ogv	13.6 MB
01_Learning_With_Large_Datasets_6_min.pdf	2.1 MB
01_Learning_With_Large_Datasets_6_min.pptx	4.0 MB
01_Learning_With_Large_Datasets_6_min.srt	8.1 KB
01_Learning_With_Large_Datasets_6_min.txt	5.5 KB
01_Learning_With_Large_Datasets_6_min_abbyy.gz	135.1 KB
01_Learning_With_Large_Datasets_6_min_djvu.txt	6.0 KB
01_Learning_With_Large_Datasets_6_min_djvu.xml	183.5 KB
01_Learning_With_Large_Datasets_6_min_jp2.zip	10.0 MB
01_Learning_With_Large_Datasets_6_min_scandata.xml	7.4 KB
02_Stochastic_Gradient_Descent_13_min.mp4	16.1 MB
02_Stochastic_Gradient_Descent_13_min.ogv	46.0 MB
02_Stochastic_Gradient_Descent_13_min.srt	18.6 KB
02_Stochastic_Gradient_Descent_13_min.txt	13.1 KB
03_Mini-Batch_Gradient_Descent_6_min.mp4	7.7 MB
03_Mini-Batch_Gradient_Descent_6_min.ogv	18.6 MB
03_Mini-Batch_Gradient_Descent_6_min.srt	8.0 KB
03_Mini-Batch_Gradient_Descent_6_min.txt	5.7 KB
04_Stochastic_Gradient_Descent_Convergence_12_min.mp4	14.0 MB
04_Stochastic_Gradient_Descent_Convergence_12_min.ogv	39.1 MB
04_Stochastic_Gradient_Descent_Convergence_12_min.srt	16.5 KB
04_Stochastic_Gradient_Descent_Convergence_12_min.txt	11.9 KB
05_Online_Learning_13_min.mp4	15.6 MB
05_Online_Learning_13_min.ogv	54.2 MB
05_Online_Learning_13_min.srt	28.3 KB
05_Online_Learning_13_min.txt	13.1 KB
06_Map_Reduce_and_Data_Parallelism_14_min.mp4	16.8 MB
06_Map_Reduce_and_Data_Parallelism_14_min.ogv	40.5 MB
06_Map_Reduce_and_Data_Parallelism_14_min.srt	29.6 KB
06_Map_Reduce_and_Data_Parallelism_14_min.txt	13.7 KB
/18_XVIII._Application_Example-_Photo_OCR/
01_Problem_Description_and_Pipeline_7_min.mp4	8.3 MB
01_Problem_Description_and_Pipeline_7_min.ogv	17.3 MB
01_Problem_Description_and_Pipeline_7_min.pdf	2.1 MB
01_Problem_Description_and_Pipeline_7_min.pptx	6.4 MB
01_Problem_Description_and_Pipeline_7_min.srt	15.1 KB
01_Problem_Description_and_Pipeline_7_min.txt	7.0 KB
01_Problem_Description_and_Pipeline_7_min_abbyy.gz	101.7 KB
01_Problem_Description_and_Pipeline_7_min_djvu.txt	4.8 KB
01_Problem_Description_and_Pipeline_7_min_djvu.xml	167.9 KB
01_Problem_Description_and_Pipeline_7_min_jp2.zip	7.9 MB
01_Problem_Description_and_Pipeline_7_min_scandata.xml	8.9 KB
02_Sliding_Windows_15_min.mp4	17.3 MB
02_Sliding_Windows_15_min.ogv	38.2 MB
02_Sliding_Windows_15_min.srt	32.2 KB
02_Sliding_Windows_15_min.txt	14.9 KB
03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp4	19.7 MB
03_Getting_Lots_of_Data_and_Artificial_Data_16_min.ogv	55.6 MB
03_Getting_Lots_of_Data_and_Artificial_Data_16_min.srt	36.0 KB
03_Getting_Lots_of_Data_and_Artificial_Data_16_min.txt	16.8 KB
04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.mp4	16.9 MB
04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.ogv	45.0 MB
04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.srt	31.2 KB
04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.txt	15.0 KB
/19_XIX._Conclusion/
01_Summary_and_Thank_You_5_min.mp4	6.4 MB
01_Summary_and_Thank_You_5_min.ogv	15.4 MB
01_Summary_and_Thank_You_5_min.srt	8.3 KB
01_Summary_and_Thank_You_5_min.txt	4.6 KB
/
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academictorrents_e8b1f9c5bf555fe58bc73addb83457dd6da69630_academictorrents_torrent.txt	63.7 KB
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