| ml-005/01_I._Introduction_Week_1/01_Welcome_7_min.mp4 |
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| ml-005/01_I._Introduction_Week_1/01_Welcome_7_min.pdf |
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| ml-005/01_I._Introduction_Week_1/01_Welcome_7_min.pptx |
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| ml-005/01_I._Introduction_Week_1/01_Welcome_7_min.srt |
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| ml-005/01_I._Introduction_Week_1/01_Welcome_7_min.txt |
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| ml-005/01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.mp4 |
9.4 MB |
| ml-005/01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.srt |
10 KB |
| ml-005/01_I._Introduction_Week_1/02_What_is_Machine_Learning_7_min.txt |
7 KB |
| ml-005/01_I._Introduction_Week_1/03_Supervised_Learning_12_min.mp4 |
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| ml-005/01_I._Introduction_Week_1/03_Supervised_Learning_12_min.srt |
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| ml-005/01_I._Introduction_Week_1/03_Supervised_Learning_12_min.txt |
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| ml-005/01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.mp4 |
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| ml-005/01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.srt |
29 KB |
| ml-005/01_I._Introduction_Week_1/04_Unsupervised_Learning_14_min.txt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.mp4 |
9 MB |
| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pdf |
2.9 MB |
| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.pptx |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/01_Model_Representation_8_min.srt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.mp4 |
9 MB |
| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.srt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/02_Cost_Function_8_min.txt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.mp4 |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/03_Cost_Function_-_Intuition_I_11_min.srt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.mp4 |
11.4 MB |
| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.srt |
11 KB |
| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/04_Cost_Function_-_Intuition_II_9_min.txt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.mp4 |
13.5 MB |
| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/05_Gradient_Descent_11_min.srt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/06_Gradient_Descent_Intuition_12_min.mp4 |
13 MB |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.mp4 |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/07_Gradient_Descent_For_Linear_Regression_10_min.srt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.mp4 |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.srt |
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| ml-005/02_II._Linear_Regression_with_One_Variable_Week_1/08_Whats_Next_6_min.txt |
6 KB |
| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.mp4 |
9.6 MB |
| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.pdf |
1.8 MB |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/01_Matrices_and_Vectors_9_min.srt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.mp4 |
7.5 MB |
| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/02_Addition_and_Scalar_Multiplication_7_min.srt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.mp4 |
15 MB |
| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.srt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/03_Matrix_Vector_Multiplication_14_min.txt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.mp4 |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/04_Matrix_Matrix_Multiplication_11_min.srt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.mp4 |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.srt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/05_Matrix_Multiplication_Properties_9_min.txt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.mp4 |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.srt |
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| ml-005/03_III._Linear_Algebra_Review_Week_1_Optional/06_Inverse_and_Transpose_11_min.txt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.mp4 |
8.8 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.pdf |
1.7 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.pptx |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.srt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/01_Multiple_Features_8_min.txt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.mp4 |
5.8 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.srt |
7 KB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/02_Gradient_Descent_for_Multiple_Variables_5_min.txt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.mp4 |
9.5 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/03_Gradient_Descent_in_Practice_I_-_Feature_Scaling_9_min.srt |
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8 KB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.mp4 |
9.3 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.srt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/04_Gradient_Descent_in_Practice_II_-_Learning_Rate_9_min.txt |
9 KB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.mp4 |
8.3 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.srt |
16 KB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/05_Features_and_Polynomial_Regression_8_min.txt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.mp4 |
17.1 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.srt |
31 KB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/06_Normal_Equation_16_min.txt |
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| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.mp4 |
6.2 MB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.srt |
10 KB |
| ml-005/04_IV._Linear_Regression_with_Multiple_Variables_Week_2/07_Normal_Equation_Noninvertibility_Optional_6_min.txt |
6 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.mp4 |
17.7 MB |
| ml-005/05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.pdf |
242 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.pptx |
407 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.srt |
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| ml-005/05_V._Octave_Tutorial_Week_2/01_Basic_Operations_14_min.txt |
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| ml-005/05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.mp4 |
20.8 MB |
| ml-005/05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.srt |
29 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/02_Moving_Data_Around_16_min.txt |
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| ml-005/05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.mp4 |
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| ml-005/05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.srt |
25 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/03_Computing_on_Data_13_min.txt |
11 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.mp4 |
13.3 MB |
| ml-005/05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.srt |
17 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/04_Plotting_Data_10_min.txt |
8 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.mp4 |
16.5 MB |
| ml-005/05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.srt |
23 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/05_Control_Statements-_for_while_if_statements_13_min.txt |
11 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.mp4 |
16.1 MB |
| ml-005/05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.srt |
25 KB |
| ml-005/05_V._Octave_Tutorial_Week_2/06_Vectorization_14_min.txt |
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| ml-005/05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.mp4 |
5.5 MB |
| ml-005/05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.srt |
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| ml-005/05_V._Octave_Tutorial_Week_2/07_Working_on_and_Submitting_Programming_Exercises_4_min.txt |
3 KB |
| ml-005/06_VI._Logistic_Regression_Week_3/01_Classification_8_min.mp4 |
8.8 MB |
| ml-005/06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pdf |
2.1 MB |
| ml-005/06_VI._Logistic_Regression_Week_3/01_Classification_8_min.pptx |
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| ml-005/06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.mp4 |
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| ml-005/06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.srt |
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| ml-005/06_VI._Logistic_Regression_Week_3/02_Hypothesis_Representation_7_min.txt |
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| ml-005/06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.mp4 |
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| ml-005/06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.srt |
27 KB |
| ml-005/06_VI._Logistic_Regression_Week_3/03_Decision_Boundary_15_min.txt |
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| ml-005/06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.mp4 |
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| ml-005/06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.srt |
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| ml-005/06_VI._Logistic_Regression_Week_3/04_Cost_Function_11_min.txt |
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| ml-005/06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.mp4 |
12 MB |
| ml-005/06_VI._Logistic_Regression_Week_3/05_Simplified_Cost_Function_and_Gradient_Descent_10_min.srt |
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| ml-005/06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.mp4 |
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| ml-005/06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.srt |
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| ml-005/06_VI._Logistic_Regression_Week_3/06_Advanced_Optimization_14_min.txt |
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| ml-005/06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.mp4 |
6.9 MB |
| ml-005/06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.srt |
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| ml-005/06_VI._Logistic_Regression_Week_3/07_Multiclass_Classification-_One-vs-all_6_min.txt |
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| ml-005/07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.mp4 |
11.1 MB |
| ml-005/07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pdf |
2.3 MB |
| ml-005/07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.pptx |
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| ml-005/07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.srt |
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| ml-005/07_VII._Regularization_Week_3/01_The_Problem_of_Overfitting_10_min.txt |
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| ml-005/07_VII._Regularization_Week_3/02_Cost_Function_10_min.mp4 |
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| ml-005/07_VII._Regularization_Week_3/02_Cost_Function_10_min.srt |
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| ml-005/07_VII._Regularization_Week_3/02_Cost_Function_10_min.txt |
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| ml-005/07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.mp4 |
12 MB |
| ml-005/07_VII._Regularization_Week_3/03_Regularized_Linear_Regression_11_min.srt |
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| ml-005/07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.mp4 |
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| ml-005/07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.srt |
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| ml-005/07_VII._Regularization_Week_3/04_Regularized_Logistic_Regression_9_min.txt |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.mp4 |
10.9 MB |
| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/01_Non-linear_Hypotheses_10_min.pdf |
5 MB |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.mp4 |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/02_Neurons_and_the_Brain_8_min.srt |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.mp4 |
13.5 MB |
| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/03_Model_Representation_I_12_min.srt |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.mp4 |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.srt |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/04_Model_Representation_II_12_min.txt |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/05_Examples_and_Intuitions_I_7_min.mp4 |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/06_Examples_and_Intuitions_II_10_min.mp4 |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.mp4 |
4.8 MB |
| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.srt |
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| ml-005/08_VIII._Neural_Networks-_Representation_Week_4/07_Multiclass_Classification_4_min.txt |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.mp4 |
7.7 MB |
| ml-005/09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.pdf |
3.4 MB |
| ml-005/09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.pptx |
5 MB |
| ml-005/09_IX._Neural_Networks-_Learning_Week_5/01_Cost_Function_7_min.srt |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.mp4 |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.srt |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/02_Backpropagation_Algorithm_12_min.txt |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.mp4 |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/03_Backpropagation_Intuition_13_min.srt |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.mp4 |
9.4 MB |
| ml-005/09_IX._Neural_Networks-_Learning_Week_5/04_Implementation_Note-_Unrolling_Parameters_8_min.srt |
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| ml-005/09_IX._Neural_Networks-_Learning_Week_5/05_Gradient_Checking_12_min.mp4 |
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| ml-005/10_X._Advice_for_Applying_Machine_Learning_Week_6/01_Deciding_What_to_Try_Next_6_min.mp4 |
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| ml-005/11_XI._Machine_Learning_System_Design_Week_6/01_Prioritizing_What_to_Work_On_10_min.mp4 |
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| ml-005/12_XII._Support_Vector_Machines_Week_7/01_Optimization_Objective_15_min.mp4 |
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| ml-005/13_XIII._Clustering_Week_8/01_Unsupervised_Learning-_Introduction_3_min.mp4 |
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| ml-005/14_XIV._Dimensionality_Reduction_Week_8/01_Motivation_I-_Data_Compression_10_min.mp4 |
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| ml-005/15_XV._Anomaly_Detection_Week_9/01_Problem_Motivation_8_min.mp4 |
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| ml-005/16_XVI._Recommender_Systems_Week_9/01_Problem_Formulation_8_min.mp4 |
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| ml-005/16_XVI._Recommender_Systems_Week_9/03_Collaborative_Filtering_10_min.mp4 |
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| ml-005/17_XVII._Large_Scale_Machine_Learning_Week_10/01_Learning_With_Large_Datasets_6_min.mp4 |
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| ml-005/17_XVII._Large_Scale_Machine_Learning_Week_10/06_Map_Reduce_and_Data_Parallelism_14_min.mp4 |
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| ml-005/17_XVII._Large_Scale_Machine_Learning_Week_10/06_Map_Reduce_and_Data_Parallelism_14_min.txt |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.mp4 |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.pdf |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.pptx |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/01_Problem_Description_and_Pipeline_7_min.txt |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.mp4 |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.srt |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/02_Sliding_Windows_15_min.txt |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.mp4 |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/03_Getting_Lots_of_Data_and_Artificial_Data_16_min.srt |
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| ml-005/18_XVIII._Application_Example-_Photo_OCR/04_Ceiling_Analysis-_What_Part_of_the_Pipeline_to_Work_on_Next_14_min.mp4 |
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| ml-005/19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.mp4 |
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| ml-005/19_XIX._Conclusion/01_Summary_and_Thank_You_5_min.txt |
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