[ FreeCourseWeb.com ] Oreilly - Machine Learning Engineering in Action, Video Edition

File Name

Size

Get Bonus Downloads Here.url

183 B

~Get Your Files Here !/Appendix_A._Analyzing_decision-tree_complexity.mp4

20 MB

~Get Your Files Here !/Appendix_A._Big_O(no)_and_how_to_think_about_runtime_performance.mp4

22 MB

~Get Your Files Here !/Appendix_A._Complexity_by_example.mp4

34 MB

~Get Your Files Here !/Appendix_A._General_algorithmic_complexity_for_ML.mp4

18 MB

~Get Your Files Here !/Appendix_B._Containers_to_deal_with_dependency_hell.mp4

8.7 MB

~Get Your Files Here !/Appendix_B._Setting_up_a_development_environment (1).mp4

7.5 MB

~Get Your Files Here !/Appendix_B._Setting_up_a_development_environment.mp4

7.1 MB

~Get Your Files Here !/Bonus Resources.txt

386 B

~Get Your Files Here !/Chapter_1._Summary.mp4

2.1 MB

~Get Your Files Here !/Chapter_1._The_core_tenets_of_ML_engineering.mp4

62 MB

~Get Your Files Here !/Chapter_1._The_goals_of_ML_engineering.mp4

6.5 MB

~Get Your Files Here !/Chapter_1._What_is_a_machine_learning_engineer.mp4

25 MB

~Get Your Files Here !/Chapter_1.__Hello,_World!__and_printing.mp4.jpg

93 kB

~Get Your Files Here !/Chapter_10._1Naming,_structure,_and_code_architecture.mp4

26 MB

~Get Your Files Here !/Chapter_10._Blind_to_issues_Eating_exceptions_and_other_bad_practices.mp4

21 MB

~Get Your Files Here !/Chapter_10._Excessively_nested_logic.mp4

32 MB

~Get Your Files Here !/Chapter_10._Standards_of_coding_and_creating_maintainable_ML_code.mp4

12 MB

~Get Your Files Here !/Chapter_10._Summary.mp4

4.9 MB

~Get Your Files Here !/Chapter_10._Tuple_unpacking_and_maintainable_alternatives.mp4

14 MB

~Get Your Files Here !/Chapter_10._Use_of_global_mutable_objects.mp4

22 MB

~Get Your Files Here !/Chapter_11._Leveraging_AB_testing_for_attribution_calculations.mp4

59 MB

~Get Your Files Here !/Chapter_11._Model_measurement_and_why_it_s_so_important.mp4

53 MB

~Get Your Files Here !/Chapter_11._Summary.mp4

1.4 MB

~Get Your Files Here !/Chapter_12._Holding_on_to_your_gains_by_watching_for_drift.mp4

68 MB

~Get Your Files Here !/Chapter_12._Responding_to_drift.mp4

26 MB

~Get Your Files Here !/Chapter_12._Summary.mp4

1.3 MB

~Get Your Files Here !/Chapter_13._Do_you_really_want_to_be_the_canary_Alpha_testing_and_the_dangers_of_the_open_source_coal_mine.mp4

19 MB

~Get Your Files Here !/Chapter_13._ML_development_hubris.mp4

55 MB

~Get Your Files Here !/Chapter_13._Premature_generalization,_premature_optimization,_and_other_bad_ways_to_show_how_smart_you_are.mp4

51 MB

~Get Your Files Here !/Chapter_13._Summary.mp4

5.0 MB

~Get Your Files Here !/Chapter_13._Technology-driven_development_vs._solution-driven_development.mp4

13 MB

~Get Your Files Here !/Chapter_13._Unintentional_obfuscation_Could_you_read_this_if_you_didn_t_write_it.mp4

75 MB

~Get Your Files Here !/Chapter_14._Avoiding_cargo_cult_ML_behavior.mp4

28 MB

~Get Your Files Here !/Chapter_14._Keeping_things_as_simple_as_possible.mp4

21 MB

~Get Your Files Here !/Chapter_14._Monitoring_everything_else_in_the_model_life_cycle.mp4

16 MB

~Get Your Files Here !/Chapter_14._Monitoring_your_features.mp4

22 MB

~Get Your Files Here !/Chapter_14._Summary.mp4

6.2 MB

~Get Your Files Here !/Chapter_14._Writing_production_code.mp4

72 MB

~Get Your Files Here !/Chapter_14.__Wireframing_ML_projects.mp4

27 MB

~Get Your Files Here !/Chapter_15._End_user_vs._internal_use_testing.mp4

29 MB

~Get Your Files Here !/Chapter_15._Fallbacks_and_cold_starts.mp4

36 MB

~Get Your Files Here !/Chapter_15._Model_interpretability.mp4

42 MB

~Get Your Files Here !/Chapter_15._Quality_and_acceptance_testing.mp4

41 MB

~Get Your Files Here !/Chapter_15._Summary.mp4

4.2 MB

~Get Your Files Here !/Chapter_16._Feature_stores.mp4

33 MB

~Get Your Files Here !/Chapter_16._Prediction_serving_architecture.mp4

80 MB

~Get Your Files Here !/Chapter_16._Production_infrastructure.mp4

35 MB

~Get Your Files Here !/Chapter_16._Summary.mp4

2.5 MB

~Get Your Files Here !/Chapter_2._Co-opting_principles_of_Agile_software_engineering.mp4

18 MB

~Get Your Files Here !/Chapter_2._Summary.mp4

3.4 MB

~Get Your Files Here !/Chapter_2._The_foundation_of_ML_engineering.mp4

3.9 MB

~Get Your Files Here !/Chapter_2._Your_data_science_could_use_some_engineering.mp4

11 MB

~Get Your Files Here !/Chapter_2.__A_foundation_of_simplicity.mp4

12 MB

~Get Your Files Here !/Chapter_3._Before_you_model_Planning_and_scoping_a_project.mp4

111 MB

~Get Your Files Here !/Chapter_3._Summary.mp4

1.3 MB

~Get Your Files Here !/Chapter_3.__Experimental_scoping_Setting_expectations_and_boundaries.mp4

81 MB

~Get Your Files Here !/Chapter_4._Before_you_model_Communication_and_logistics_of_projects.mp4

132 MB

~Get Your Files Here !/Chapter_4._Don_t_waste_our_time_Meeting_with_cross-functional_teams.mp4

53 MB

~Get Your Files Here !/Chapter_4._Planning_for_business_rules_chaos.mp4

20 MB

~Get Your Files Here !/Chapter_4._Setting_limits_on_your_experimentation.mp4

48 MB

~Get Your Files Here !/Chapter_4._Summary.mp4

4.5 MB

~Get Your Files Here !/Chapter_4._Talking_about_results.mp4

17 MB

~Get Your Files Here !/Chapter_5._Experimentation_in_action_Planning_and_researching_an_ML_project.mp4

73 MB

~Get Your Files Here !/Chapter_5._Performing_experimental_prep_work.mp4

76 MB

~Get Your Files Here !/Chapter_5._Summary.mp4

1.7 MB

~Get Your Files Here !/Chapter_6._Experimentation_in_action_Testing_and_evaluating_a_project.mp4

130 MB

~Get Your Files Here !/Chapter_6._Summary.mp4

1.3 MB

~Get Your Files Here !/Chapter_6._Whittling_down_the_possibilities.mp4

35 MB

~Get Your Files Here !/Chapter_7._Choosing_the_right_tech_for_the_platform_and_the_team.mp4

54 MB

~Get Your Files Here !/Chapter_7._Experimentation_in_action_Moving_from_prototype_to_MVP.mp4

64 MB

~Get Your Files Here !/Chapter_7._Summary.mp4

1.7 MB

~Get Your Files Here !/Chapter_8._Experimentation_in_action_Finalizing_an_MVP_with_MLflow_and_runtime_optimization.mp4

46 MB

~Get Your Files Here !/Chapter_8._Scalability_and_concurrency.mp4

19 MB

~Get Your Files Here !/Chapter_8._Summary.mp4

1.6 MB

~Get Your Files Here !/Chapter_9._Debugging_walls_of_text.mp4

11 MB

~Get Your Files Here !/Chapter_9._Designing_modular_ML_code.mp4

15 MB

~Get Your Files Here !/Chapter_9._Modularity_for_ML_Writing_testable_and_legible_code.mp4

48 MB

~Get Your Files Here !/Chapter_9._Summary.mp4

2.6 MB

~Get Your Files Here !/Chapter_9._Using_test-driven_development_for_ML.mp4

20 MB

~Get Your Files Here !/Part_1._An_introduction_to_machine_learning_engineering.mp4

4.7 MB

~Get Your Files Here !/Part_2._Preparing_for_production_Creating_maintainable_ML.mp4

4.0 MB

~Get Your Files Here !/Part_3._Developing_production_machine_learning_code.mp4

2.3 MB