Coursera - Machine Learning Specialization

File Name

Size

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.en.srt

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advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.en.txt

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advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.mp4

11 MB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/02_neurons-and-the-brain.en.srt

18 kB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/02_neurons-and-the-brain.en.txt

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advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/02_neurons-and-the-brain.mp4

27 MB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/03_demand-prediction.en.srt

27 kB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/03_demand-prediction.en.txt

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advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/03_demand-prediction.mp4

24 MB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/04_example-recognizing-images.en.srt

10 kB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/04_example-recognizing-images.en.txt

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advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/04_example-recognizing-images.mp4

15 MB

advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/05_important-have-questions-issues-or-ideas-join-our-forum_instructions.html

1.6 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/01_neural-network-layer.en.srt

13 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/01_neural-network-layer.en.txt

6.8 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/01_neural-network-layer.mp4

20 MB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/02_more-complex-neural-networks.en.srt

12 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/02_more-complex-neural-networks.en.txt

6.1 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/02_more-complex-neural-networks.mp4

17 MB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/03_inference-making-predictions-forward-propagation.en.srt

7.0 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/03_inference-making-predictions-forward-propagation.en.txt

4.3 kB

advanced-learning-algorithms/01_neural-networks/02_neural-network-model/03_inference-making-predictions-forward-propagation.mp4

13 MB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/01_inference-in-code.en.srt

10 kB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/01_inference-in-code.en.txt

5.2 kB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/01_inference-in-code.mp4

17 MB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/02_data-in-tensorflow.en.srt

13 kB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/02_data-in-tensorflow.en.txt

8.3 kB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/02_data-in-tensorflow.mp4

25 MB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/03_building-a-neural-network.en.srt

11 kB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/03_building-a-neural-network.en.txt

6.9 kB

advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/03_building-a-neural-network.mp4

24 MB

advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/01_forward-prop-in-a-single-layer.en.srt

6.1 kB

advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/01_forward-prop-in-a-single-layer.en.txt

3.8 kB

advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/01_forward-prop-in-a-single-layer.mp4

12 MB

advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/02_general-implementation-of-forward-propagation.en.srt

12 kB

advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/02_general-implementation-of-forward-propagation.en.txt

6.0 kB

advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/02_general-implementation-of-forward-propagation.mp4

21 MB

advanced-learning-algorithms/01_neural-networks/05_speculations-on-artificial-general-intelligence-agi/01_is-there-a-path-to-agi.en.srt

16 kB

advanced-learning-algorithms/01_neural-networks/05_speculations-on-artificial-general-intelligence-agi/01_is-there-a-path-to-agi.en.txt

8.6 kB

advanced-learning-algorithms/01_neural-networks/05_speculations-on-artificial-general-intelligence-agi/01_is-there-a-path-to-agi.mp4

28 MB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/01_how-neural-networks-are-implemented-efficiently.en.srt

6.1 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/01_how-neural-networks-are-implemented-efficiently.en.txt

3.2 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/01_how-neural-networks-are-implemented-efficiently.mp4

12 MB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/02_matrix-multiplication.en.srt

12 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/02_matrix-multiplication.en.txt

6.4 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/02_matrix-multiplication.mp4

16 MB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/03_matrix-multiplication-rules.en.srt

11 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/03_matrix-multiplication-rules.en.txt

7.1 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/03_matrix-multiplication-rules.mp4

16 MB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/04_matrix-multiplication-code.en.srt

8.8 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/04_matrix-multiplication-code.en.txt

4.6 kB

advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/04_matrix-multiplication-code.mp4

13 MB

advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/01_tensorflow-implementation.en.srt

5.9 kB

advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/01_tensorflow-implementation.en.txt

3.1 kB

advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/01_tensorflow-implementation.mp4

11 MB

advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/02_training-details.en.srt

21 kB

advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/02_training-details.en.txt

11 kB

advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/02_training-details.mp4

24 MB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/01_alternatives-to-the-sigmoid-activation.en.srt

6.8 kB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/01_alternatives-to-the-sigmoid-activation.en.txt

4.3 kB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/01_alternatives-to-the-sigmoid-activation.mp4

12 MB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/02_choosing-activation-functions.en.srt

14 kB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/02_choosing-activation-functions.en.txt

7.2 kB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/02_choosing-activation-functions.mp4

23 MB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/03_why-do-we-need-activation-functions.en.srt

7.6 kB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/03_why-do-we-need-activation-functions.en.txt

4.0 kB

advanced-learning-algorithms/02_neural-network-training/02_activation-functions/03_why-do-we-need-activation-functions.mp4

13 MB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/01_multiclass.en.srt

4.3 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/01_multiclass.en.txt

2.8 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/01_multiclass.mp4

8.4 MB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/02_softmax.en.srt

15 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/02_softmax.en.txt

7.9 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/02_softmax.mp4

21 MB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/03_neural-network-with-softmax-output.en.srt

9.1 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/03_neural-network-with-softmax-output.en.txt

5.8 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/03_neural-network-with-softmax-output.mp4

15 MB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/04_improved-implementation-of-softmax.en.srt

13 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/04_improved-implementation-of-softmax.en.txt

7.1 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/04_improved-implementation-of-softmax.mp4

15 MB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/05_classification-with-multiple-outputs-optional.en.srt

6.8 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/05_classification-with-multiple-outputs-optional.en.txt

3.6 kB

advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/05_classification-with-multiple-outputs-optional.mp4

11 MB

advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/01_advanced-optimization.en.srt

10 kB

advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/01_advanced-optimization.en.txt

5.6 kB

advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/01_advanced-optimization.mp4

16 MB

advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/02_additional-layer-types.en.srt

11 kB

advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/02_additional-layer-types.en.txt

7.2 kB

advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/02_additional-layer-types.mp4

20 MB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/01_what-is-a-derivative-optional.en.srt

30 kB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/01_what-is-a-derivative-optional.en.txt

15 kB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/01_what-is-a-derivative-optional.mp4

38 MB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/02_computation-graph-optional.en.srt

26 kB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/02_computation-graph-optional.en.txt

14 kB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/02_computation-graph-optional.mp4

30 MB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/03_larger-neural-network-example-optional.en.srt

12 kB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/03_larger-neural-network-example-optional.en.txt

7.3 kB

advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/03_larger-neural-network-example-optional.mp4

26 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/01_deciding-what-to-try-next.en.srt

6.8 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/01_deciding-what-to-try-next.en.txt

3.6 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/01_deciding-what-to-try-next.mp4

11 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/02_evaluating-a-model.en.srt

13 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/02_evaluating-a-model.en.txt

8.2 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/02_evaluating-a-model.mp4

20 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/03_model-selection-and-training-cross-validation-test-sets.en.srt

21 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/03_model-selection-and-training-cross-validation-test-sets.en.txt

11 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/03_model-selection-and-training-cross-validation-test-sets.mp4

30 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/01_diagnosing-bias-and-variance.en.srt

18 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/01_diagnosing-bias-and-variance.en.txt

9.2 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/01_diagnosing-bias-and-variance.mp4

20 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/02_regularization-and-bias-variance.en.srt

16 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/02_regularization-and-bias-variance.en.txt

8.3 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/02_regularization-and-bias-variance.mp4

21 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/03_establishing-a-baseline-level-of-performance.en.srt

16 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/03_establishing-a-baseline-level-of-performance.en.txt

8.3 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/03_establishing-a-baseline-level-of-performance.mp4

19 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/04_learning-curves.en.srt

20 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/04_learning-curves.en.txt

10 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/04_learning-curves.mp4

23 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/05_deciding-what-to-try-next-revisited.en.srt

14 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/05_deciding-what-to-try-next-revisited.en.txt

7.8 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/05_deciding-what-to-try-next-revisited.mp4

28 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/06_bias-variance-and-neural-networks.en.srt

15 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/06_bias-variance-and-neural-networks.en.txt

9.5 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/06_bias-variance-and-neural-networks.mp4

27 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/01_iterative-loop-of-ml-development.en.srt

12 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/01_iterative-loop-of-ml-development.en.txt

6.4 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/01_iterative-loop-of-ml-development.mp4

15 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/02_error-analysis.en.srt

13 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/02_error-analysis.en.txt

7.1 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/02_error-analysis.mp4

18 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/03_adding-data.en.srt

19 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/03_adding-data.en.txt

12 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/03_adding-data.mp4

33 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/04_transfer-learning-using-data-from-a-different-task.en.srt

20 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/04_transfer-learning-using-data-from-a-different-task.en.txt

10 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/04_transfer-learning-using-data-from-a-different-task.mp4

19 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/05_full-cycle-of-a-machine-learning-project.en.srt

14 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/05_full-cycle-of-a-machine-learning-project.en.txt

7.7 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/05_full-cycle-of-a-machine-learning-project.mp4

16 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/06_fairness-bias-and-ethics.en.srt

13 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/06_fairness-bias-and-ethics.en.txt

8.6 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/06_fairness-bias-and-ethics.mp4

25 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/01_error-metrics-for-skewed-datasets.en.srt

17 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/01_error-metrics-for-skewed-datasets.en.txt

8.9 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/01_error-metrics-for-skewed-datasets.mp4

19 MB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/02_trading-off-precision-and-recall.en.srt

18 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/02_trading-off-precision-and-recall.en.txt

9.6 kB

advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/02_trading-off-precision-and-recall.mp4

22 MB

advanced-learning-algorithms/04_decision-trees/01_decision-trees/01_decision-tree-model.en.srt

11 kB

advanced-learning-algorithms/04_decision-trees/01_decision-trees/01_decision-tree-model.en.txt

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advanced-learning-algorithms/04_decision-trees/01_decision-trees/01_decision-tree-model.mp4

15 MB

advanced-learning-algorithms/04_decision-trees/01_decision-trees/02_learning-process.en.srt

18 kB

advanced-learning-algorithms/04_decision-trees/01_decision-trees/02_learning-process.en.txt

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advanced-learning-algorithms/04_decision-trees/01_decision-trees/02_learning-process.mp4

29 MB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/01_measuring-purity.en.srt

10 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/01_measuring-purity.en.txt

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advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/01_measuring-purity.mp4

16 MB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/02_choosing-a-split-information-gain.en.srt

17 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/02_choosing-a-split-information-gain.en.txt

9.0 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/02_choosing-a-split-information-gain.mp4

24 MB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/03_putting-it-together.en.srt

15 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/03_putting-it-together.en.txt

7.8 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/03_putting-it-together.mp4

18 MB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/04_using-one-hot-encoding-of-categorical-features.en.srt

6.6 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/04_using-one-hot-encoding-of-categorical-features.en.txt

4.3 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/04_using-one-hot-encoding-of-categorical-features.mp4

14 MB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/05_continuous-valued-features.en.srt

8.6 kB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/05_continuous-valued-features.en.txt

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advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/05_continuous-valued-features.mp4

16 MB

advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/06_regression-trees-optional.en.srt

12 kB

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