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Oreilly - Machine Learning Engineering In Action, Video Edition

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Oreilly - Machine Learning Engineering in Action, Video Edition

NAME: Oreilly - Machine Learning Engineering in Action, Video Edition.torrent

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

If You Need More Stuff, kindly Visit and Support Us -->> https://FreeCourseWeb.com

Released 4/2022

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 14h 54m | Size: 2.34 GB

Field-tested tips, tricks, and design patterns for building machine learning projects that are deployable, maintainable, and secure from In Machine Learning Engineering in Action, you will learn

Evaluating data science problems to find the most effective solution

Scoping a machine learning project for usage expectations and budget

Process techniques that minimize wasted effort and speed up production

Assessing a project using standardized prototyping work and statistical validation

Choosing the right technologies and tools for your project

Making your codebase more understandable, maintainable, and testable

Automating your troubleshooting and logging practices

Ferrying a machine learning project from your data science team to your end users is no easy task. Machine Learning Engineering in Action will help you make it simple. Inside, you’ll find fantastic advice from veteran industry expert Ben Wilson, Principal Resident Solutions Architect at Databricks.

If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com

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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...

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Files in this torrent

FILENAME		SIZE
	~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	22.2 MB
	~Get Your Files Here !/Appendix_A._Complexity_by_example.mp4	34.2 MB
	~Get Your Files Here !/Appendix_A._General_algorithmic_complexity_for_ML.mp4	18.2 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	61.8 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	24.8 MB
	~Get Your Files Here !/Chapter_1.__Hello,_World!__and_printing.mp4.jpg	93.3 KB
	~Get Your Files Here !/Chapter_10._1Naming,_structure,_and_code_architecture.mp4	26.3 MB
	~Get Your Files Here !/Chapter_10._Blind_to_issues_Eating_exceptions_and_other_bad_practices.mp4	21.3 MB
	~Get Your Files Here !/Chapter_10._Excessively_nested_logic.mp4	31.6 MB
	~Get Your Files Here !/Chapter_10._Standards_of_coding_and_creating_maintainable_ML_code.mp4	12.1 MB
	~Get Your Files Here !/Chapter_10._Summary.mp4	4.9 MB
	~Get Your Files Here !/Chapter_10._Tuple_unpacking_and_maintainable_alternatives.mp4	14.2 MB
	~Get Your Files Here !/Chapter_10._Use_of_global_mutable_objects.mp4	21.7 MB
	~Get Your Files Here !/Chapter_11._Leveraging_AB_testing_for_attribution_calculations.mp4	58.6 MB
	~Get Your Files Here !/Chapter_11._Model_measurement_and_why_it_s_so_important.mp4	52.8 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	67.8 MB
	~Get Your Files Here !/Chapter_12._Responding_to_drift.mp4	25.9 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	19.4 MB
	~Get Your Files Here !/Chapter_13._ML_development_hubris.mp4	54.8 MB
	~Get Your Files Here !/Chapter_13._Premature_generalization,_premature_optimization,_and_other_bad_ways_to_show_how_smart_you_are.mp4	50.7 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	12.8 MB
	~Get Your Files Here !/Chapter_13._Unintentional_obfuscation_Could_you_read_this_if_you_didn_t_write_it.mp4	74.9 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	20.9 MB
	~Get Your Files Here !/Chapter_14._Monitoring_everything_else_in_the_model_life_cycle.mp4	16.4 MB
	~Get Your Files Here !/Chapter_14._Monitoring_your_features.mp4	21.6 MB
	~Get Your Files Here !/Chapter_14._Summary.mp4	6.2 MB
	~Get Your Files Here !/Chapter_14._Writing_production_code.mp4	72.1 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	29.3 MB
	~Get Your Files Here !/Chapter_15._Fallbacks_and_cold_starts.mp4	36.2 MB
	~Get Your Files Here !/Chapter_15._Model_interpretability.mp4	41.7 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	33.4 MB
	~Get Your Files Here !/Chapter_16._Prediction_serving_architecture.mp4	79.7 MB
	~Get Your Files Here !/Chapter_16._Production_infrastructure.mp4	34.7 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	3.4 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	10.8 MB
	~Get Your Files Here !/Chapter_2.__A_foundation_of_simplicity.mp4	11.5 MB
	~Get Your Files Here !/Chapter_3._Before_you_model_Planning_and_scoping_a_project.mp4	110.6 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	80.9 MB
	~Get Your Files Here !/Chapter_4._Before_you_model_Communication_and_logistics_of_projects.mp4	131.7 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	47.5 MB
	~Get Your Files Here !/Chapter_4._Summary.mp4	4.5 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	73.2 MB
	~Get Your Files Here !/Chapter_5._Performing_experimental_prep_work.mp4	76.3 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	130.2 MB
	~Get Your Files Here !/Chapter_6._Summary.mp4	1.3 MB
	~Get Your Files Here !/Chapter_6._Whittling_down_the_possibilities.mp4	34.9 MB
	~Get Your Files Here !/Chapter_7._Choosing_the_right_tech_for_the_platform_and_the_team.mp4	53.6 MB
	~Get Your Files Here !/Chapter_7._Experimentation_in_action_Moving_from_prototype_to_MVP.mp4	64.3 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	46.1 MB
	~Get Your Files Here !/Chapter_8._Scalability_and_concurrency.mp4	18.8 MB
	~Get Your Files Here !/Chapter_8._Summary.mp4	1.6 MB
	~Get Your Files Here !/Chapter_9._Debugging_walls_of_text.mp4	10.8 MB
	~Get Your Files Here !/Chapter_9._Designing_modular_ML_code.mp4	15.4 MB
	~Get Your Files Here !/Chapter_9._Modularity_for_ML_Writing_testable_and_legible_code.mp4	47.9 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	19.7 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 MB
	~Get Your Files Here !/Part_3._Developing_production_machine_learning_code.mp4	2.3 MB

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