KatzDownload.com

2.2 GB | 30min 21s | mp4 | 1280X720  | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :001  Part 1  Preparations.mp4 | Size:  (2.8 MB)
FileName :002  Chapter 1  Essentials of machine learning system design.mp4 | Size:  (53.3 MB)
FileName :003  Chapter 1  How this book is structured.mp4 | Size:  (25.01 MB)
FileName :004  Chapter 1  When principles of ML system design can be helpful.mp4 | Size:  (24.78 MB)
FileName :005  Chapter 1  Summary.mp4 | Size:  (4.1 MB)
FileName :006  Chapter 2  Is there a problem.mp4 | Size:  (24.91 MB)
FileName :007  Chapter 2  Finding the problem.mp4 | Size:  (37.03 MB)
FileName :008  Chapter 2  Risks, limitations, and possible consequences.mp4 | Size:  (14.28 MB)
FileName :009  Chapter 2  Costs of a mistake.mp4 | Size:  (18.59 MB)
FileName :010  Chapter 2  Summary.mp4 | Size:  (2.34 MB)
FileName :011  Chapter 3  Preliminary research.mp4 | Size:  (17.44 MB)
FileName :012  Chapter 3  Build or buy Open source-based or proprietary tech.mp4 | Size:  (25.31 MB)
FileName :013  Chapter 3  Problem decompositioning.mp4 | Size:  (30.81 MB)
FileName :014  Chapter 3  Choosing the right degree of innovation.mp4 | Size:  (47.72 MB)
FileName :015  Chapter 3  Summary.mp4 | Size:  (4.7 MB)
FileName :016  Chapter 4  Design document.mp4 | Size:  (21.26 MB)
FileName :017  Chapter 4  Goals and antigoals.mp4 | Size:  (19.65 MB)
FileName :018  Chapter 4  Design document structure.mp4 | Size:  (23.82 MB)
FileName :019  Chapter 4  Reviewing a design document.mp4 | Size:  (18.93 MB)
FileName :020  Chapter 4  A design doc is a living thing.mp4 | Size:  (11.45 MB)
FileName :021  Chapter 4  Summary.mp4 | Size:  (4.81 MB)
FileName :022  Part 2  Early stage.mp4 | Size:  (3.68 MB)
FileName :023  Chapter 5  Loss functions and metrics.mp4 | Size:  (38.36 MB)
FileName :024  Chapter 5  Metrics.mp4 | Size:  (70.42 MB)
FileName :025  Chapter 5  Design document Adding losses and metrics.mp4 | Size:  (41.64 MB)
FileName :026  Chapter 5  Summary.mp4 | Size:  (2.73 MB)
FileName :027  Chapter 6  Gathering datasets.mp4 | Size:  (26.42 MB)
FileName :028  Chapter 6  Cooking the dataset.mp4 | Size:  (47.4 MB)
FileName :029  Chapter 6  Data and metadata.mp4 | Size:  (16.03 MB)
FileName :030  Chapter 6  How much data is enough.mp4 | Size:  (17.64 MB)
FileName :031  Chapter 6  Chicken-or-egg problem.mp4 | Size:  (15.54 MB)
FileName :032  Chapter 6  Properties of a healthy data pipeline.mp4 | Size:  (23.52 MB)
FileName :033  Chapter 6  Design document Dataset.mp4 | Size:  (33.3 MB)
FileName :034  Chapter 6  Summary.mp4 | Size:  (4.7 MB)
FileName :035  Chapter 7  Validation schemas.mp4 | Size:  (12.88 MB)
FileName :036  Chapter 7  Standard schemas.mp4 | Size:  (32.05 MB)
FileName :037  Chapter 7  Nontrivial schemas.mp4 | Size:  (16.29 MB)
FileName :038  Chapter 7  Split updating procedure.mp4 | Size:  (23.41 MB)
FileName :039  Chapter 7  Design document Choosing validation schemas.mp4 | Size:  (14.86 MB)
FileName :040  Chapter 7  Summary.mp4 | Size:  (3.51 MB)
FileName :041  Chapter 8  Baseline solution.mp4 | Size:  (25.43 MB)
FileName :042  Chapter 8  Constant baselines.mp4 | Size:  (17.36 MB)
FileName :043  Chapter 8  Model baselines and feature baselines.mp4 | Size:  (20.65 MB)
FileName :044  Chapter 8  Variety of deep learning baselines.mp4 | Size:  (15.32 MB)
FileName :045  Chapter 8  Baseline comparison.mp4 | Size:  (12.38 MB)
FileName :046  Chapter 8  Design document Baselines.mp4 | Size:  (14.46 MB)
FileName :047  Chapter 8  Summary.mp4 | Size:  (6.3 MB)
FileName :048  Part 3  Intermediate steps.mp4 | Size:  (2.82 MB)
FileName :049  Chapter 9  Error analysis.mp4 | Size:  (48.66 MB)
FileName :050  Chapter 9  Residual analysis.mp4 | Size:  (57.77 MB)
FileName :051  Chapter 9  Finding commonalities in residuals.mp4 | Size:  (23.01 MB)
FileName :052  Chapter 9  Design document Error analysis.mp4 | Size:  (26.98 MB)
FileName :053  Chapter 9  Summary.mp4 | Size:  (4.11 MB)
FileName :054  Chapter 10  Training pipelines.mp4 | Size:  (35.07 MB)
FileName :055  Chapter 10  Tools and platforms.mp4 | Size:  (14.43 MB)
FileName :056  Chapter 10  Scalability.mp4 | Size:  (11.21 MB)
FileName :057  Chapter 10  Configurability.mp4 | Size:  (15.26 MB)
FileName :058  Chapter 10  Testing.mp4 | Size:  (16.69 MB)
FileName :059  Chapter 10  Design document Training pipelines.mp4 | Size:  (20.65 MB)
FileName :060  Chapter 10  Summary.mp4 | Size:  (6.99 MB)
FileName :061  Chapter 11  Features and feature engineering.mp4 | Size:  (49.06 MB)
FileName :062  Chapter 11  Feature importance analysis.mp4 | Size:  (34.58 MB)
FileName :063  Chapter 11  Feature selection.mp4 | Size:  (40.58 MB)
FileName :064  Chapter 11  Feature store.mp4 | Size:  (39.79 MB)
FileName :065  Chapter 11  Design document Feature engineering.mp4 | Size:  (24.07 MB)
FileName :066  Chapter 11  Summary.mp4 | Size:  (3.93 MB)
FileName :067  Chapter 12  Measuring and reporting results.mp4 | Size:  (40.5 MB)
FileName :068  Chapter 12  AB testing.mp4 | Size:  (41.97 MB)
FileName :069  Chapter 12  Reporting results.mp4 | Size:  (24.58 MB)
FileName :070  Chapter 12  Design document Measuring and reporting.mp4 | Size:  (40.08 MB)
FileName :071  Chapter 12  Summary.mp4 | Size:  (5.1 MB)
FileName :072  Part 4  Integration and growth.mp4 | Size:  (3.55 MB)
FileName :073  Chapter 13  Integration.mp4 | Size:  (40.75 MB)
FileName :074  Chapter 13  Release cycle.mp4 | Size:  (27.56 MB)
FileName :075  Chapter 13  Operating the system.mp4 | Size:  (13.95 MB)
FileName :076  Chapter 13  Overrides and fallbacks.mp4 | Size:  (17.73 MB)
FileName :077  Chapter 13  Design document Integration.mp4 | Size:  (29.83 MB)
FileName :078  Chapter 13  Summary.mp4 | Size:  (2.83 MB)
FileName :079  Chapter 14  Monitoring and reliability.mp4 | Size:  (30.39 MB)
FileName :080  Chapter 14  Software system health.mp4 | Size:  (15.66 MB)
FileName :081  Chapter 14  Data quality and integrity.mp4 | Size:  (58.49 MB)
FileName :082  Chapter 14  Model quality and relevance.mp4 | Size:  (78.57 MB)
FileName :083  Chapter 14  Design document Monitoring.mp4 | Size:  (25.76 MB)
FileName :084  Chapter 14  Summary.mp4 | Size:  (11.12 MB)
FileName :085  Chapter 15  Serving and inference optimization.mp4 | Size:  (33.8 MB)
FileName :086  Chapter 15  Tradeoffs and patterns.mp4 | Size:  (29.19 MB)
FileName :087  Chapter 15  Tools and frameworks.mp4 | Size:  (39.46 MB)
FileName :088  Chapter 15  Optimizing inference pipelines.mp4 | Size:  (33.18 MB)
FileName :089  Chapter 15  Design document Serving and inference.mp4 | Size:  (23.16 MB)
FileName :090  Chapter 15  Summary.mp4 | Size:  (5.7 MB)
FileName :091  Chapter 16  Ownership and maintenance.mp4 | Size:  (42.39 MB)
FileName :092  Chapter 16  Bus factor.mp4 | Size:  (18.55 MB)
FileName :093  Chapter 16  Documentation.mp4 | Size:  (21.95 MB)
FileName :094  Chapter 16  Complexity.mp4 | Size:  (24.18 MB)
FileName :095  Chapter 16  Maintenance and ownership Supermegaretail and PhotoStock Inc.mp4 | Size:  (6.77 MB)
FileName :096  Chapter 16  Summary.mp4 | Size:  (5.59 MB)]
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