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Total Size

538.3 MB

Total Files

165

Hash

575A339F63F57F882C492295FA991BE0F1DD81EA

/.../01_introduction-to-feature-engineering/

01_01_introduction-to-feature-engineering.en.srt

1.5 KB

01_01_introduction-to-feature-engineering.en.txt

1.0 KB

01_01_introduction-to-feature-engineering.mp4

2.4 MB

/.../01_raw-data-to-features/

01_01_raw-data-to-features.en.srt

4.9 KB

01_01_raw-data-to-features.en.txt

3.0 KB

01_01_raw-data-to-features.mp4

7.0 MB

01_02_good-vs-bad-features.en.srt

5.1 KB

01_02_good-vs-bad-features.en.txt

3.1 KB

01_02_good-vs-bad-features.mp4

7.8 MB

01_03_quiz-features-are-related-to-the-objective.en.srt

5.3 KB

01_03_quiz-features-are-related-to-the-objective.en.txt

3.3 KB

01_03_quiz-features-are-related-to-the-objective.mp4

4.2 MB

01_04_features-known-at-prediction-time.en.srt

6.2 KB

01_04_features-known-at-prediction-time.en.txt

3.8 KB

01_04_features-known-at-prediction-time.mp4

9.0 MB

01_05_quiz-features-are-knowable-at-prediction-time.en.srt

8.0 KB

01_05_quiz-features-are-knowable-at-prediction-time.en.txt

5.0 KB

01_05_quiz-features-are-knowable-at-prediction-time.mp4

8.0 MB

01_06_features-should-be-numeric.en.srt

0.7 KB

01_06_features-should-be-numeric.en.txt

0.5 KB

01_06_features-should-be-numeric.mp4

698.8 KB

01_07_quiz-features-should-be-numeric.en.srt

9.5 KB

01_07_quiz-features-should-be-numeric.en.txt

5.4 KB

01_07_quiz-features-should-be-numeric.mp4

13.3 MB

01_08_features-should-have-enough-examples.en.srt

2.4 KB

01_08_features-should-have-enough-examples.en.txt

1.5 KB

01_08_features-should-have-enough-examples.mp4

3.8 MB

01_09_quiz-features-should-have-enough-examples-p1.en.srt

4.1 KB

01_09_quiz-features-should-have-enough-examples-p1.en.txt

2.5 KB

01_09_quiz-features-should-have-enough-examples-p1.mp4

6.4 MB

01_10_quiz-features-should-have-enough-examples-p2.en.srt

4.6 KB

01_10_quiz-features-should-have-enough-examples-p2.en.txt

2.8 KB

01_10_quiz-features-should-have-enough-examples-p2.mp4

6.3 MB

01_11_bringing-human-insight.en.srt

0.8 KB

01_11_bringing-human-insight.en.txt

0.5 KB

01_11_bringing-human-insight.mp4

1.2 MB

/.../02_representing-features/

02_01_representing-features.en.srt

15.3 KB

02_01_representing-features.en.txt

9.0 KB

02_01_representing-features.mp4

12.9 MB

02_02_ml-vs-statistics.en.srt

5.1 KB

02_02_ml-vs-statistics.en.txt

3.2 KB

02_02_ml-vs-statistics.mp4

7.9 MB

02_03_lab-solution-improve-model-accuracy-with-new-features.en.srt

18.1 KB

02_03_lab-solution-improve-model-accuracy-with-new-features.en.txt

10.1 KB

02_03_lab-solution-improve-model-accuracy-with-new-features.mp4

32.5 MB

/.../01_preprocessing-and-feature-creation/

01_01_preprocessing-and-feature-creation.en.srt

10.9 KB

01_01_preprocessing-and-feature-creation.en.txt

6.8 KB

01_01_preprocessing-and-feature-creation.mp4

12.0 MB

/.../02_apache-beam-and-cloud-dataflow/

02_01_beam-and-dataflow.en.srt

14.9 KB

02_01_beam-and-dataflow.en.txt

9.4 KB

02_01_beam-and-dataflow.mp4

17.4 MB

02_02_lab-intro-simple-dataflow-pipeline.en.srt

0.5 KB

02_02_lab-intro-simple-dataflow-pipeline.en.txt

0.3 KB

02_02_lab-intro-simple-dataflow-pipeline.mp4

864.1 KB

02_03_lab-solution-simple-dataflow-pipeline.en.srt

10.7 KB

02_03_lab-solution-simple-dataflow-pipeline.en.txt

6.5 KB

02_03_lab-solution-simple-dataflow-pipeline.mp4

11.0 MB

02_04_data-pipelines-that-scale.en.srt

8.7 KB

02_04_data-pipelines-that-scale.en.txt

5.5 KB

02_04_data-pipelines-that-scale.mp4

9.1 MB

02_05_lab-intro-mapreduce-in-dataflow.en.srt

0.8 KB

02_05_lab-intro-mapreduce-in-dataflow.en.txt

0.5 KB

02_05_lab-intro-mapreduce-in-dataflow.mp4

1.5 MB

02_06_lab-solution-mapreduce-in-dataflow.en.srt

5.0 KB

02_06_lab-solution-mapreduce-in-dataflow.en.txt

3.1 KB

02_06_lab-solution-mapreduce-in-dataflow.mp4

5.4 MB

/.../03_preprocessing-with-cloud-dataprep/

03_01_preprocessing-with-cloud-dataprep.en.srt

10.8 KB

03_01_preprocessing-with-cloud-dataprep.en.txt

6.6 KB

03_01_preprocessing-with-cloud-dataprep.mp4

12.6 MB

03_02_lab-intro-computing-time-windowed-features-in-cloud-dataprep.en.srt

15.5 KB

03_02_lab-intro-computing-time-windowed-features-in-cloud-dataprep.en.txt

9.6 KB

03_02_lab-intro-computing-time-windowed-features-in-cloud-dataprep.mp4

16.8 MB

03_03_lab-solution-computing-time-windowed-features-in-cloud-dataprep.en.srt

1.0 KB

03_03_lab-solution-computing-time-windowed-features-in-cloud-dataprep.en.txt

0.6 KB

03_03_lab-solution-computing-time-windowed-features-in-cloud-dataprep.mp4

1.7 MB

/.../01_introducing-feature-crosses/

01_01_introducing-feature-crosses.en.srt

1.4 KB

01_01_introducing-feature-crosses.en.txt

0.9 KB

01_01_introducing-feature-crosses.mp4

2.6 MB

01_02_what-is-a-feature-cross.en.srt

7.0 KB

01_02_what-is-a-feature-cross.en.txt

4.0 KB

01_02_what-is-a-feature-cross.mp4

14.0 MB

01_03_discretization.en.srt

2.4 KB

01_03_discretization.en.txt

1.4 KB

01_03_discretization.mp4

4.8 MB

01_04_memorization-vs-generalization.en.srt

5.7 KB

01_04_memorization-vs-generalization.en.txt

3.4 KB

01_04_memorization-vs-generalization.mp4

11.4 MB

01_05_taxi-colors.en.srt

6.0 KB

01_05_taxi-colors.en.txt

3.6 KB

01_05_taxi-colors.mp4

12.4 MB

01_06_lab-intro-feature-crosses-to-create-a-good-classifier.en.srt

0.6 KB

01_06_lab-intro-feature-crosses-to-create-a-good-classifier.en.txt

0.3 KB

01_06_lab-intro-feature-crosses-to-create-a-good-classifier.mp4

717.7 KB

01_07_lab-solution-feature-crosses-to-create-a-good-classifier.en.srt

8.9 KB

01_07_lab-solution-feature-crosses-to-create-a-good-classifier.en.txt

5.2 KB

01_07_lab-solution-feature-crosses-to-create-a-good-classifier.mp4

15.4 MB

01_08_sparsity-quiz.en.srt

6.8 KB

01_08_sparsity-quiz.en.txt

4.0 KB

01_08_sparsity-quiz.mp4

11.5 MB

01_09_lab-intro-too-much-of-a-good-thing.en.srt

0.7 KB

01_09_lab-intro-too-much-of-a-good-thing.en.txt

0.4 KB

01_09_lab-intro-too-much-of-a-good-thing.mp4

1.3 MB

01_10_lab-solution-too-much-of-a-good-thing.en.srt

9.9 KB

01_10_lab-solution-too-much-of-a-good-thing.en.txt

5.8 KB

01_10_lab-solution-too-much-of-a-good-thing.mp4

17.5 MB

/.../02_implementing-feature-crosses/

02_01_implementing-feature-crosses.en.srt

6.6 KB

02_01_implementing-feature-crosses.en.txt

3.9 KB

02_01_implementing-feature-crosses.mp4

13.6 MB

02_02_embedding-feature-crosses.en.srt

11.4 KB

02_02_embedding-feature-crosses.en.txt

6.9 KB

02_02_embedding-feature-crosses.mp4

24.0 MB

02_03_where-to-do-feature-engineering.en.srt

8.5 KB

02_03_where-to-do-feature-engineering.en.txt

5.2 KB

02_03_where-to-do-feature-engineering.mp4

11.6 MB

02_04_feature-creation-in-tensorflow.en.srt

3.1 KB

02_04_feature-creation-in-tensorflow.en.txt

1.9 KB

02_04_feature-creation-in-tensorflow.mp4

3.2 MB

02_05_feature-creation-in-dataflow.en.srt

3.5 KB

02_05_feature-creation-in-dataflow.en.txt

2.2 KB

02_05_feature-creation-in-dataflow.mp4

4.8 MB

02_06_lab-intro-improve-ml-model-with-feature-engineering.en.srt

1.0 KB

02_06_lab-intro-improve-ml-model-with-feature-engineering.en.txt

0.6 KB

02_06_lab-intro-improve-ml-model-with-feature-engineering.mp4

1.2 MB

02_07_lab-solution-p1-ml-fairness-debrief.en.srt

4.8 KB

02_07_lab-solution-p1-ml-fairness-debrief.en.txt

2.9 KB

02_07_lab-solution-p1-ml-fairness-debrief.mp4

9.9 MB

02_08_lab-solution-p2-improve-ml-model-with-feature-engineering.en.srt

31.3 KB

02_08_lab-solution-p2-improve-ml-model-with-feature-engineering.en.txt

18.2 KB

02_08_lab-solution-p2-improve-ml-model-with-feature-engineering.mp4

53.9 MB

/.../01_tensorflow-transform/

01_01_introducing-tensorflow-transform.en.srt

0.6 KB

01_01_introducing-tensorflow-transform.en.txt

0.3 KB

01_01_introducing-tensorflow-transform.mp4

1.1 MB

01_02_tensorflow-transform.en.srt

10.6 KB

01_02_tensorflow-transform.en.txt

6.4 KB

01_02_tensorflow-transform.mp4

20.2 MB

01_03_analyze-phase.en.srt

3.7 KB

01_03_analyze-phase.en.txt

2.3 KB

01_03_analyze-phase.mp4

4.6 MB

01_04_transform-phase.en.srt

5.5 KB

01_04_transform-phase.en.txt

3.3 KB

01_04_transform-phase.mp4

6.8 MB

01_05_supporting-serving.en.srt

4.5 KB

01_05_supporting-serving.en.txt

2.8 KB

01_05_supporting-serving.mp4

7.3 MB

01_06_lab-intro-exploring-tf-transform.en.srt

1.6 KB

01_06_lab-intro-exploring-tf-transform.en.txt

1.0 KB

01_06_lab-intro-exploring-tf-transform.mp4

3.4 MB

01_07_lab-solution-exploring-tf-transform.en.srt

30.1 KB

01_07_lab-solution-exploring-tf-transform.en.txt

17.6 KB

01_07_lab-solution-exploring-tf-transform.mp4

51.8 MB

/06_summary/01_summary/

01_01_summary.en.srt

3.9 KB

01_01_summary.en.txt

2.5 KB

01_01_summary.mp4

7.3 MB

/.../01_introduction-slides/

01_01__1._Introduction.pdf

144.9 KB

01_01__resources.html

1.1 KB

/.../02_raw-data-to-features-slides/

02_01__2._Raw_data_to_features.pdf

2.7 MB

02_01__resources.html

1.1 KB

/.../03_preprocessing-and-feature-creation-slides/

03_01__3._Preprocessing_and_feature_creation.pdf

2.9 MB

03_01__resources.html

1.1 KB

/.../04_feature-crosses-slides/

04_01__4._Feature_crosses.pdf

3.2 MB

04_01__resources.html

1.1 KB

/.../05_feature-crosses-slides/

05_01__5._TensorFlow_Transform.pdf

428.5 KB

05_01__resources.html

1.1 KB

/.../06_summary-slides/

06_01__6._Summary.pdf

111.0 KB

06_01__resources.html

1.1 KB

 

Total files 165


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