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File Name
Size
01_I._Introduction_Week_1/01_Welcome_7_min.mp4
12 MB
01_I._Introduction_Week_1/01_Welcome_7_min.pdf
3.3 MB
01_I._Introduction_Week_1/01_Welcome_7_min.pptx
4.0 MB
01_I._Introduction_Week_1/01_Welcome_7_min.srt
9.9 kB
01_I._Introduction_Week_1/01_Welcome_7_min.txt
6.8 kB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.mp4
9.4 MB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.srt
10 kB
01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.txt
7.0 kB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.mp4
14 MB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.srt
17 kB
01_I._Introduction_Week_1/03_Supervised_Learning_12_min.txt
12 kB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp4
17 MB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.srt
29 kB
01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.txt
14 kB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp4
9.0 MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pdf
2.9 MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pptx
5.4 MB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.srt
9.9 kB
02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.txt
6.8 kB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp4
9.0 MB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.srt
9.9 kB
02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.txt
6.7 kB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.mp4
12 MB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.srt
12 kB
02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.txt
8.3 kB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.mp4
11 MB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.srt
11 kB
02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.txt
7.7 kB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.mp4
14 MB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.srt
15 kB
02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.txt
10 kB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.mp4
13 MB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.srt
16 kB
02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.txt
11 kB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp4
12 MB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.srt
19 kB
02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.txt
8.8 kB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp4
6.1 MB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.srt
8.5 kB
02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.txt
5.8 kB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp4
9.6 MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.pdf
1.8 MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.pptx
4.9 MB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.srt
16 kB
03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.txt
7.1 kB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.mp4
7.5 MB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.srt
12 kB
03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.txt
5.5 kB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp4
15 MB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.srt
24 kB
03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.txt
11 kB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp4
13 MB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.srt
21 kB
03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.txt
9.1 kB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.mp4
9.8 MB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.srt
17 kB
03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.txt
7.4 kB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.mp4
13 MB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.srt
21 kB
03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.txt
9.3 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp4
8.8 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.pdf
1.7 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.pptx
4.4 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.srt
14 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.txt
6.4 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.mp4
5.8 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.srt
6.6 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.txt
4.3 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp4
9.5 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.srt
17 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.txt
7.8 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp4
9.3 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.srt
18 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.txt
8.5 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.mp4
8.3 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.srt
16 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.txt
7.4 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp4
17 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.srt
31 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.txt
15 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.mp4
6.2 MB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.srt
9.8 kB
04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.txt
5.7 kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp4
18 MB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.pdf
242 kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.pptx
407 kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.srt
25 kB
05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.txt
12 kB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp4
21 MB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.srt
29 kB
05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.txt
13 kB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp4
15 MB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.srt
25 kB
05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.txt
11 kB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp4
13 MB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.srt
17 kB
05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.txt
7.7 kB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.mp4
16 MB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.srt
23 kB
05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.txt
11 kB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp4
16 MB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.srt
25 kB
05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.txt
11 kB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp4
5.5 MB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.srt
4.4 kB
05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.txt
3.0 kB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp4
8.8 MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pdf
2.1 MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pptx
3.8 MB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.srt
16 kB
06_VI._Logistic_Regression_Week_3/01_Classification_8_min.txt
7.6 kB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.mp4
8.3 MB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.srt
14 kB
06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.txt
6.4 kB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp4
17 MB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.srt
27 kB
06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.txt
12 kB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.mp4
13 MB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.srt
22 kB
06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.txt
10 kB
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp4
12 MB
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.srt
20 kB
06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.txt
9.1 kB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp4
18 MB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.srt
28 kB
06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.txt
13 kB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp4
6.9 MB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.srt
13 kB
06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.txt
6.0 kB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp4
11 MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pdf
2.3 MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pptx
2.6 MB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.srt
19 kB
07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.txt
9.2 kB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.mp4
12 MB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.srt
20 kB
07_VII._Regularization_Week_3/02_Cost_Function_10_min.txt
9.2 kB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp4
12 MB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.srt
20 kB
07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.txt
9.5 kB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.mp4
11 MB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.srt
17 kB
07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.txt
8.0 kB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp4
11 MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.pdf
5.0 MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.pptx
40 MB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.srt
19 kB
08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.txt
8.8 kB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.mp4
9.9 MB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.srt
16 kB
08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.txt
7.6 kB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp4
14 MB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.srt
22 kB
08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.txt
9.8 kB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.mp4
14 MB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.srt
22 kB
08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.txt
10 kB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.mp4
7.9 MB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.srt
13 kB
08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.txt
5.7 kB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp4
14 MB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.srt
17 kB
08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.txt
7.6 kB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp4
4.8 MB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.srt
7.4 kB
08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.txt
3.4 kB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp4
7.7 MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.pdf
3.4 MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.pptx
5.0 MB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.srt
13 kB
09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.txt
6.1 kB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp4
14 MB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.srt
23 kB
09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.txt
10 kB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.mp4
15 MB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.srt
25 kB
09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.txt
11 kB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.mp4
9.4 MB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.srt
15 kB
09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.txt
6.8 kB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.mp4
14 MB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.srt
24 kB
09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.txt
11 kB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.mp4
7.6 MB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.srt
14 kB
09_IX._Neural_Networks-_Learning_Week_5/06_Random_Initialization_7_min.txt
6.9 kB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.mp4
16 MB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.srt
28 kB
09_IX._Neural_Networks-_Learning_Week_5/07_Putting_It_Together_14_min.txt
13 kB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.mp4
15 MB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.srt
9.8 kB
09_IX._Neural_Networks-_Learning_Week_5/08_Autonomous_Driving_7_min.txt
4.6 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp4
6.9 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.pdf
1.5 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.pptx
3.4 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.srt
12 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.txt
5.9 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.mp4
8.5 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.srt
12 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/02_Evaluating_a_Hypothesis_8_min.txt
6.3 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.mp4
14 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.srt
25 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/03_Model_Selection_and_Train-Validation-Test_Sets_12_min.txt
11 kB
10_X._Advice_for_Applying_Machine_Learning_Week_6/04_Diagnosing_Bias_vs._Variance_8_min.mp4
9.0 MB
10_X._Advice_for_Applying_Machine_Learning_Week_6/04_Diagnosing_Bias_vs._Variance_8_min.srt
16 kB
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13 MB
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11 MB
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11_XI._Machine_Learning_System_Design_Week_6/02_Error_Analysis_13_min.mp4
15 MB
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13 MB
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11_XI._Machine_Learning_System_Design_Week_6/04_Trading_Off_Precision_and_Recall_14_min.mp4
16 MB
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29 kB
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11_XI._Machine_Learning_System_Design_Week_6/05_Data_For_Machine_Learning_11_min.mp4
13 MB
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17 MB
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12 MB
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12_XII._Support_Vector_Machines_Week_7/03_Mathematics_Behind_Large_Margin_Classification_Optional_20_min.mp4
22 MB
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24 MB
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13_XIII._Clustering_Week_8/01_Unsupervised_Learning-_Introduction_3_min.mp4
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14_XIV._Dimensionality_Reduction_Week_8/01_Motivation_I-_Data_Compression_10_min.mp4
14 MB
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14_XIV._Dimensionality_Reduction_Week_8/03_Principal_Component_Analysis_Problem_Formulation_9_min.mp4
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18 MB
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14_XIV._Dimensionality_Reduction_Week_8/05_Choosing_the_Number_of_Principal_Components_11_min.mp4
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14_XIV._Dimensionality_Reduction_Week_8/06_Reconstruction_from_Compressed_Representation_4_min.mp4
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14_XIV._Dimensionality_Reduction_Week_8/07_Advice_for_Applying_PCA_13_min.mp4
15 MB
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15_XV._Anomaly_Detection_Week_9/01_Problem_Motivation_8_min.mp4
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15_XV._Anomaly_Detection_Week_9/02_Gaussian_Distribution_10_min.mp4
12 MB
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14 MB
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15_XV._Anomaly_Detection_Week_9/04_Developing_and_Evaluating_an_Anomaly_Detection_System_13_min.mp4
15 MB
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15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.mp4
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15_XV._Anomaly_Detection_Week_9/05_Anomaly_Detection_vs._Supervised_Learning_8_min.srt
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14 MB
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16 MB
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16 MB
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26 kB
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16_XVI._Recommender_Systems_Week_9/01_Problem_Formulation_8_min.mp4
11 MB
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17 MB
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29 kB
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12 MB
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20 kB
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10 MB
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17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.mp4
6.5 MB
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15 MB
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18 kB
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13 MB
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15 MB
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16 MB
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18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.mp4
7.9 MB
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18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.mp4
16 MB
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18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp4
19 MB
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35 kB
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18_XVIII._Application_Example-_Photo_OCR/04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.mp4
16 MB
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19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.mp4
6.1 MB
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