| [ FreeCourseWeb.com ] Oreilly - Machine Learning Engineering in Action, Video Edition |
| |-- Get Bonus Downloads Here.url - 183 Bytes |
| | ~Get Your Files Here ! |-- Appendix_A._Analyzing_decision-tree_complexity.mp4 - 20.02 MB |
| | ~Get Your Files Here ! |-- Appendix_A._Big_O(no)_and_how_to_think_about_runtime_performance.mp4 - 22.16 MB |
| | ~Get Your Files Here ! |-- Appendix_A._Complexity_by_example.mp4 - 34.17 MB |
| | ~Get Your Files Here ! |-- Appendix_A._General_algorithmic_complexity_for_ML.mp4 - 18.24 MB |
| | ~Get Your Files Here ! |-- Appendix_B._Containers_to_deal_with_dependency_hell.mp4 - 8.68 MB |
| | ~Get Your Files Here ! |-- Appendix_B._Setting_up_a_development_environment (1).mp4 - 7.53 MB |
| | ~Get Your Files Here ! |-- Appendix_B._Setting_up_a_development_environment.mp4 - 7.12 MB |
| | ~Get Your Files Here ! |-- Bonus Resources.txt - 386 Bytes |
| | ~Get Your Files Here ! |-- Chapter_1._Summary.mp4 - 2.05 MB |
| | ~Get Your Files Here ! |-- Chapter_1._The_core_tenets_of_ML_engineering.mp4 - 61.81 MB |
| | ~Get Your Files Here ! |-- Chapter_1._The_goals_of_ML_engineering.mp4 - 6.48 MB |
| | ~Get Your Files Here ! |-- Chapter_1._What_is_a_machine_learning_engineer.mp4 - 24.84 MB |
| | ~Get Your Files Here ! |-- Chapter_1.__Hello,_World!__and_printing.mp4.jpg - 93.29 KB |
| | ~Get Your Files Here ! |-- Chapter_10._1Naming,_structure,_and_code_architecture.mp4 - 26.26 MB |
| | ~Get Your Files Here ! |-- Chapter_10._Blind_to_issues_Eating_exceptions_and_other_bad_practices.mp4 - 21.27 MB |
| | ~Get Your Files Here ! |-- Chapter_10._Excessively_nested_logic.mp4 - 31.57 MB |
| | ~Get Your Files Here ! |-- Chapter_10._Standards_of_coding_and_creating_maintainable_ML_code.mp4 - 12.07 MB |
| | ~Get Your Files Here ! |-- Chapter_10._Summary.mp4 - 4.88 MB |
| | ~Get Your Files Here ! |-- Chapter_10._Tuple_unpacking_and_maintainable_alternatives.mp4 - 14.22 MB |
| | ~Get Your Files Here ! |-- Chapter_10._Use_of_global_mutable_objects.mp4 - 21.67 MB |
| | ~Get Your Files Here ! |-- Chapter_11._Leveraging_AB_testing_for_attribution_calculations.mp4 - 58.58 MB |
| | ~Get Your Files Here ! |-- Chapter_11._Model_measurement_and_why_it_s_so_important.mp4 - 52.83 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 - 67.83 MB |
| | ~Get Your Files Here ! |-- Chapter_12._Responding_to_drift.mp4 - 25.89 MB |
| | ~Get Your Files Here ! |-- Chapter_12._Summary.mp4 - 1.27 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 - 19.43 MB |
| | ~Get Your Files Here ! |-- Chapter_13._ML_development_hubris.mp4 - 54.84 MB |
| | ~Get Your Files Here ! |-- Chapter_13._Premature_generalization,_premature_optimization,_and_other_bad_ways_to_show_how_smart_you_are.mp4 - 50.71 MB |
| | ~Get Your Files Here ! |-- Chapter_13._Summary.mp4 - 5 MB |
| | ~Get Your Files Here ! |-- Chapter_13._Technology-driven_development_vs._solution-driven_development.mp4 - 12.83 MB |
| | ~Get Your Files Here ! |-- Chapter_13._Unintentional_obfuscation_Could_you_read_this_if_you_didn_t_write_it.mp4 - 74.92 MB |
| | ~Get Your Files Here ! |-- Chapter_14._Avoiding_cargo_cult_ML_behavior.mp4 - 27.97 MB |
| | ~Get Your Files Here ! |-- Chapter_14._Keeping_things_as_simple_as_possible.mp4 - 20.94 MB |
| | ~Get Your Files Here ! |-- Chapter_14._Monitoring_everything_else_in_the_model_life_cycle.mp4 - 16.36 MB |
| | ~Get Your Files Here ! |-- Chapter_14._Monitoring_your_features.mp4 - 21.64 MB |
| | ~Get Your Files Here ! |-- Chapter_14._Summary.mp4 - 6.25 MB |
| | ~Get Your Files Here ! |-- Chapter_14._Writing_production_code.mp4 - 72.11 MB |
| | ~Get Your Files Here ! |-- Chapter_14.__Wireframing_ML_projects.mp4 - 27.3 MB |
| | ~Get Your Files Here ! |-- Chapter_15._End_user_vs._internal_use_testing.mp4 - 29.31 MB |
| | ~Get Your Files Here ! |-- Chapter_15._Fallbacks_and_cold_starts.mp4 - 36.2 MB |
| | ~Get Your Files Here ! |-- Chapter_15._Model_interpretability.mp4 - 41.72 MB |
| | ~Get Your Files Here ! |-- Chapter_15._Quality_and_acceptance_testing.mp4 - 41.04 MB |
| | ~Get Your Files Here ! |-- Chapter_15._Summary.mp4 - 4.2 MB |
| | ~Get Your Files Here ! |-- Chapter_16._Feature_stores.mp4 - 33.37 MB |
| | ~Get Your Files Here ! |-- Chapter_16._Prediction_serving_architecture.mp4 - 79.68 MB |
| | ~Get Your Files Here ! |-- Chapter_16._Production_infrastructure.mp4 - 34.73 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 - 17.5 MB |
| | ~Get Your Files Here ! |-- Chapter_2._Summary.mp4 - 3.36 MB |
| | ~Get Your Files Here ! |-- Chapter_2._The_foundation_of_ML_engineering.mp4 - 3.94 MB |
| | ~Get Your Files Here ! |-- Chapter_2._Your_data_science_could_use_some_engineering.mp4 - 10.83 MB |
| | ~Get Your Files Here ! |-- Chapter_2.__A_foundation_of_simplicity.mp4 - 11.55 MB |
| | ~Get Your Files Here ! |-- Chapter_3._Before_you_model_Planning_and_scoping_a_project.mp4 - 110.62 MB |
| | ~Get Your Files Here ! |-- Chapter_3._Summary.mp4 - 1.31 MB |
| | ~Get Your Files Here ! |-- Chapter_3.__Experimental_scoping_Setting_expectations_and_boundaries.mp4 - 80.88 MB |
| | ~Get Your Files Here ! |-- Chapter_4._Before_you_model_Communication_and_logistics_of_projects.mp4 - 131.66 MB |
| | ~Get Your Files Here ! |-- Chapter_4._Don_t_waste_our_time_Meeting_with_cross-functional_teams.mp4 - 52.7 MB |
| | ~Get Your Files Here ! |-- Chapter_4._Planning_for_business_rules_chaos.mp4 - 19.9 MB |
| | ~Get Your Files Here ! |-- Chapter_4._Setting_limits_on_your_experimentation.mp4 - 47.48 MB |
| | ~Get Your Files Here ! |-- Chapter_4._Summary.mp4 - 4.47 MB |
| | ~Get Your Files Here ! |-- Chapter_4._Talking_about_results.mp4 - 16.9 MB |
| | ~Get Your Files Here ! |-- Chapter_5._Experimentation_in_action_Planning_and_researching_an_ML_project.mp4 - 73.23 MB |
| | ~Get Your Files Here ! |-- Chapter_5._Performing_experimental_prep_work.mp4 - 76.32 MB |
| | ~Get Your Files Here ! |-- Chapter_5._Summary.mp4 - 1.73 MB |
| | ~Get Your Files Here ! |-- Chapter_6._Experimentation_in_action_Testing_and_evaluating_a_project.mp4 - 130.17 MB |
| | ~Get Your Files Here ! |-- Chapter_6._Summary.mp4 - 1.35 MB |
| | ~Get Your Files Here ! |-- Chapter_6._Whittling_down_the_possibilities.mp4 - 34.89 MB |
| | ~Get Your Files Here ! |-- Chapter_7._Choosing_the_right_tech_for_the_platform_and_the_team.mp4 - 53.63 MB |
| | ~Get Your Files Here ! |-- Chapter_7._Experimentation_in_action_Moving_from_prototype_to_MVP.mp4 - 64.26 MB |
| | ~Get Your Files Here ! |-- Chapter_7._Summary.mp4 - 1.69 MB |
| | ~Get Your Files Here ! |-- Chapter_8._Experimentation_in_action_Finalizing_an_MVP_with_MLflow_and_runtime_optimization.mp4 - 46.1 MB |
| | ~Get Your Files Here ! |-- Chapter_8._Scalability_and_concurrency.mp4 - 18.82 MB |
| | ~Get Your Files Here ! |-- Chapter_8._Summary.mp4 - 1.64 MB |
| | ~Get Your Files Here ! |-- Chapter_9._Debugging_walls_of_text.mp4 - 10.81 MB |
| | ~Get Your Files Here ! |-- Chapter_9._Designing_modular_ML_code.mp4 - 15.41 MB |
| | ~Get Your Files Here ! |-- Chapter_9._Modularity_for_ML_Writing_testable_and_legible_code.mp4 - 47.85 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 - 19.69 MB |
| | ~Get Your Files Here ! |-- Part_1._An_introduction_to_machine_learning_engineering.mp4 - 4.72 MB |
| | ~Get Your Files Here ! |-- Part_2._Preparing_for_production_Creating_maintainable_ML.mp4 - 3.96 MB |
| | ~Get Your Files Here ! |-- Part_3._Developing_production_machine_learning_code.mp4 - 2.3 MB |