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[ FreeCourseWeb.com ] Learn to Build Machine Learning Systems - That Don't Suck

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[ FreeCourseWeb.com ] Learn to Build Machine Learning Systems - That Don't Suck

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种子哈希:8ba678382e7476e087315a9d91a63cc0790f1ef5
文件大小: 5.02G
已经下载:221次
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收录时间:2025-05-13
最近下载:2025-09-26

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文件列表

  • ~Get Your Files Here !/018 - Session 3 - Splitting and Transforming the Data.mp4 423.1 MB
  • ~Get Your Files Here !/016 - Session 1 - Introduction and Initial Setup.mp4 338.6 MB
  • ~Get Your Files Here !/005 - Lesson 5 - The Training Pipeline.mp4 318.1 MB
  • ~Get Your Files Here !/019 - Session 4 - Training the Model.mp4 295.2 MB
  • ~Get Your Files Here !/027 - Session 12 - Deploying From the Pipeline.mp4 241.3 MB
  • ~Get Your Files Here !/006 - Lesson 6 - Building a Custom Inference Process.mp4 196.7 MB
  • ~Get Your Files Here !/011 - Lesson 11 - Production Pipelines in Amazon Web Services.mp4 189.6 MB
  • ~Get Your Files Here !/008 - Lesson 8 - The Endpoint Pipeline.mp4 178.6 MB
  • ~Get Your Files Here !/020 - Session 5 - Custom Training Container.mp4 176.2 MB
  • ~Get Your Files Here !/004 - Lesson 4 - Training the Model.mp4 169.8 MB
  • ~Get Your Files Here !/029 - Session 14 - Building an Inference Pipeline.mp4 167.1 MB
  • ~Get Your Files Here !/022 - Session 7 - Evaluating the Model.mp4 163.6 MB
  • ~Get Your Files Here !/015 - Lesson 15 - Running Pipelines Remotely.mp4 160.0 MB
  • ~Get Your Files Here !/017 - Session 2 - Exploratory Data Analysis.mp4 152.6 MB
  • ~Get Your Files Here !/003 - Lesson 3 - Introduction to Metaflow.mp4 138.7 MB
  • ~Get Your Files Here !/033 - Session 18 - Data Monitoring.mp4 136.3 MB
  • ~Get Your Files Here !/002 - Lesson 2 - Preparing Your Local Environment.mp4 134.5 MB
  • ~Get Your Files Here !/001 - Lesson 1 - Getting Started.mp4 128.6 MB
  • ~Get Your Files Here !/010 - Lesson 10 - The Monitoring Pipeline.mp4 128.5 MB
  • ~Get Your Files Here !/021 - Session 6 - Tuning the Model.mp4 127.5 MB
  • ~Get Your Files Here !/007 - Lesson 7 - Deploying The Model.mp4 123.9 MB
  • ~Get Your Files Here !/013 - Lesson 13 - The Deployment Pipeline.mp4 122.5 MB
  • ~Get Your Files Here !/030 - Session 15 - Custom Inference Script.mp4 119.8 MB
  • ~Get Your Files Here !/012 - Lesson 12 - Deploying the Model to SageMaker.mp4 112.8 MB
  • ~Get Your Files Here !/032 - Session 17 - Model Quality Baseline.mp4 107.8 MB
  • ~Get Your Files Here !/031 - Session 16 - Data Quality Baseline.mp4 107.1 MB
  • ~Get Your Files Here !/025 - Session 10 - Serving the Model.mp4 93.0 MB
  • ~Get Your Files Here !/026 - Session 11 - Deploying the Model.mp4 91.0 MB
  • ~Get Your Files Here !/009 - Lesson 9 - Monitoring The Model.mp4 89.4 MB
  • ~Get Your Files Here !/023 - Session 8 - Registering the Model.mp4 81.2 MB
  • ~Get Your Files Here !/028 - Session 13 - Deploying From an Event.mp4 79.3 MB
  • ~Get Your Files Here !/034 - Session 19 - Model Monitoring.mp4 76.8 MB
  • ~Get Your Files Here !/035 - Session 20 - Shadow Deployments.mp4 68.9 MB
  • ~Get Your Files Here !/024 - Session 9 - Conditional Registration.mp4 67.4 MB
  • ~Get Your Files Here !/014 - Lesson 14 - Monitoring the SageMaker Endpoint.mp4 48.5 MB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/penguins.png 2.9 MB
  • ~Get Your Files Here !/ml.school-cohort-16/images/penguins.png 2.9 MB
  • ~Get Your Files Here !/sagemaker/images/penguins.png 2.9 MB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck.html 999.2 kB
  • ~Get Your Files Here !/ml.school-cohort-16/images/architecture.png 671.3 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (24).html 534.5 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (23).html 533.7 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (28).html 533.3 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (25).html 533.0 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (16).html 532.2 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (20).html 530.6 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (27).html 529.9 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (19).html 527.9 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (33).html 526.6 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (29).html 526.1 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (32).html 525.7 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (18).html 525.3 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (21).html 525.2 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (17).html 524.9 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (31).html 524.4 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (22).html 523.4 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (26).html 521.3 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (35).html 516.6 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (34).html 516.3 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (30).html 515.0 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/diagram.png 500.4 kB
  • ~Get Your Files Here !/sagemaker/images/diagram.png 500.4 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (1).html 491.9 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (2).html 489.6 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (4).html 488.8 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (6).html 485.9 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (7).html 485.4 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (14).html 484.1 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (9).html 484.1 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (12).html 483.4 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (11).html 482.8 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (10).html 482.2 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (8).html 481.8 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (15).html 481.8 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (13).html 478.0 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/cohort.ipynb 474.4 kB
  • ~Get Your Files Here !/sagemaker/cohort.ipynb 474.4 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (3).html 455.1 kB
  • ~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (5).html 453.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/images/training.png 421.5 kB
  • ~Get Your Files Here !/ml.school-cohort-16/images/monitoring.png 386.2 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/training-job.png 304.1 kB
  • ~Get Your Files Here !/sagemaker/images/training-job.png 304.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/processing-job.png 301.8 kB
  • ~Get Your Files Here !/sagemaker/images/processing-job.png 301.8 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/culmen.jpeg 275.3 kB
  • ~Get Your Files Here !/sagemaker/images/culmen.jpeg 275.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/shadow-deployment.png 251.1 kB
  • ~Get Your Files Here !/sagemaker/images/shadow-deployment.png 251.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/inference-pipeline.png 249.5 kB
  • ~Get Your Files Here !/sagemaker/images/inference-pipeline.png 249.5 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/model-quality-baseline.png 237.1 kB
  • ~Get Your Files Here !/sagemaker/images/model-quality-baseline.png 237.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploy-step.png 230.4 kB
  • ~Get Your Files Here !/sagemaker/images/deploy-step.png 230.4 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/condition-step.png 228.3 kB
  • ~Get Your Files Here !/sagemaker/images/condition-step.png 228.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploying-flask.png 224.5 kB
  • ~Get Your Files Here !/sagemaker/images/deploying-flask.png 224.5 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/tuning-job.png 216.1 kB
  • ~Get Your Files Here !/sagemaker/images/tuning-job.png 216.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/registration-step.png 190.8 kB
  • ~Get Your Files Here !/sagemaker/images/registration-step.png 190.8 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/processing-step.png 190.4 kB
  • ~Get Your Files Here !/sagemaker/images/processing-step.png 190.4 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploying-model.png 188.7 kB
  • ~Get Your Files Here !/sagemaker/images/deploying-model.png 188.7 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploying-from-event.png 175.5 kB
  • ~Get Your Files Here !/sagemaker/images/deploying-from-event.png 175.5 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/evaluation-step.png 171.1 kB
  • ~Get Your Files Here !/sagemaker/images/evaluation-step.png 171.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/tuning-step.png 170.9 kB
  • ~Get Your Files Here !/sagemaker/images/tuning-step.png 170.9 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/basic-model.png 169.3 kB
  • ~Get Your Files Here !/sagemaker/images/basic-model.png 169.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/training-step.png 166.6 kB
  • ~Get Your Files Here !/sagemaker/images/training-step.png 166.6 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/endpoint.png 160.7 kB
  • ~Get Your Files Here !/sagemaker/images/endpoint.png 160.7 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/data-quality-baseline.png 94.9 kB
  • ~Get Your Files Here !/sagemaker/images/data-quality-baseline.png 94.9 kB
  • ~Get Your Files Here !/ml.school-cohort-16/README.md 40.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/penguins.flow 25.0 kB
  • ~Get Your Files Here !/sagemaker/penguins.flow 25.0 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/deployment.py 21.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/training.py 19.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/data/penguins.csv 13.5 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/monitoring.py 12.6 kB
  • ~Get Your Files Here !/ml.school-cohort-16/LICENSE 11.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/endpoint.py 11.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/inference.py 10.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/idx/icon.png 8.3 kB
  • ~Get Your Files Here !/ml.school-cohort-16/cloud-formation/mlschool-cfn.yaml 7.1 kB
  • ~Get Your Files Here !/ml.school-cohort-16/tests/test_inference.py 6.7 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/common.py 5.9 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/sagemaker.py 5.7 kB
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/tuning.py 3.7 kB
  • ~Get Your Files Here !/ml.school-cohort-16/cloud-formation/mlflow-cfn.yaml 2.6 kB
  • ~Get Your Files Here !/ml.school-cohort-16/idx/dev.nix 2.4 kB
  • ~Get Your Files Here !/ml.school-cohort-16/justfile 1.9 kB
  • ~Get Your Files Here !/ml.school-cohort-16/idx-template.nix 870 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/example.env 769 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/idx-template.json 689 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/logging.conf 566 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/pyproject.toml 532 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/container/Dockerfile 495 Bytes
  • ~Get Your Files Here !/sagemaker/container/Dockerfile 495 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/mlschool-toc.json 432 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/vscode/settings.json 283 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/requirements.txt 214 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/gitignore 207 Bytes
  • Get Bonus Downloads Here.url 183 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/container/ml-dependencies.yml 154 Bytes
  • ~Get Your Files Here !/sagemaker/container/ml-dependencies.yml 154 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/markdownlint.json 98 Bytes
  • ~Get Your Files Here !/github.txt 89 Bytes
  • ~Get Your Files Here !/Bonus Resources.txt 70 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/pipelines/__init__.py 0 Bytes
  • ~Get Your Files Here !/ml.school-cohort-16/tests/__init__.py 0 Bytes

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