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

File Name
Size
Get Bonus Downloads Here.url
183 B
~Get Your Files Here !/001 - Lesson 1 - Getting Started.mp4
123 MB
~Get Your Files Here !/002 - Lesson 2 - Preparing Your Local Environment.mp4
128 MB
~Get Your Files Here !/003 - Lesson 3 - Introduction to Metaflow.mp4
132 MB
~Get Your Files Here !/004 - Lesson 4 - Training the Model.mp4
162 MB
~Get Your Files Here !/005 - Lesson 5 - The Training Pipeline.mp4
303 MB
~Get Your Files Here !/006 - Lesson 6 - Building a Custom Inference Process.mp4
188 MB
~Get Your Files Here !/007 - Lesson 7 - Deploying The Model.mp4
118 MB
~Get Your Files Here !/008 - Lesson 8 - The Endpoint Pipeline.mp4
170 MB
~Get Your Files Here !/009 - Lesson 9 - Monitoring The Model.mp4
85 MB
~Get Your Files Here !/010 - Lesson 10 - The Monitoring Pipeline.mp4
123 MB
~Get Your Files Here !/011 - Lesson 11 - Production Pipelines in Amazon Web Services.mp4
181 MB
~Get Your Files Here !/012 - Lesson 12 - Deploying the Model to SageMaker.mp4
108 MB
~Get Your Files Here !/013 - Lesson 13 - The Deployment Pipeline.mp4
117 MB
~Get Your Files Here !/014 - Lesson 14 - Monitoring the SageMaker Endpoint.mp4
46 MB
~Get Your Files Here !/015 - Lesson 15 - Running Pipelines Remotely.mp4
153 MB
~Get Your Files Here !/016 - Session 1 - Introduction and Initial Setup.mp4
323 MB
~Get Your Files Here !/017 - Session 2 - Exploratory Data Analysis.mp4
146 MB
~Get Your Files Here !/018 - Session 3 - Splitting and Transforming the Data.mp4
404 MB
~Get Your Files Here !/019 - Session 4 - Training the Model.mp4
282 MB
~Get Your Files Here !/020 - Session 5 - Custom Training Container.mp4
168 MB
~Get Your Files Here !/021 - Session 6 - Tuning the Model.mp4
122 MB
~Get Your Files Here !/022 - Session 7 - Evaluating the Model.mp4
156 MB
~Get Your Files Here !/023 - Session 8 - Registering the Model.mp4
77 MB
~Get Your Files Here !/024 - Session 9 - Conditional Registration.mp4
64 MB
~Get Your Files Here !/025 - Session 10 - Serving the Model.mp4
89 MB
~Get Your Files Here !/026 - Session 11 - Deploying the Model.mp4
87 MB
~Get Your Files Here !/027 - Session 12 - Deploying From the Pipeline.mp4
230 MB
~Get Your Files Here !/028 - Session 13 - Deploying From an Event.mp4
76 MB
~Get Your Files Here !/029 - Session 14 - Building an Inference Pipeline.mp4
159 MB
~Get Your Files Here !/030 - Session 15 - Custom Inference Script.mp4
114 MB
~Get Your Files Here !/031 - Session 16 - Data Quality Baseline.mp4
102 MB
~Get Your Files Here !/032 - Session 17 - Model Quality Baseline.mp4
103 MB
~Get Your Files Here !/033 - Session 18 - Data Monitoring.mp4
130 MB
~Get Your Files Here !/034 - Session 19 - Model Monitoring.mp4
73 MB
~Get Your Files Here !/035 - Session 20 - Shadow Deployments.mp4
66 MB
~Get Your Files Here !/Bonus Resources.txt
70 B
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (1).html
480 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (10).html
471 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (11).html
472 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (12).html
472 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (13).html
467 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (14).html
473 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (15).html
470 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (16).html
520 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (17).html
513 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (18).html
513 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (19).html
516 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (2).html
478 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (20).html
518 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (21).html
513 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (22).html
511 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (23).html
521 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (24).html
522 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (25).html
520 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (26).html
509 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (27).html
518 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (28).html
521 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (29).html
514 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (3).html
444 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (30).html
503 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (31).html
512 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (32).html
513 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (33).html
514 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (34).html
504 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (35).html
504 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (4).html
477 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (5).html
443 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (6).html
475 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (7).html
474 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (8).html
470 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck (9).html
473 kB
~Get Your Files Here !/HTML/Building Machine Learning Systems That Don't Suck.html
976 kB
~Get Your Files Here !/github.txt
89 B
~Get Your Files Here !/ml.school-cohort-16/LICENSE
11 kB
~Get Your Files Here !/ml.school-cohort-16/README.md
39 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/cohort.ipynb
463 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/container/Dockerfile
495 B
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/container/ml-dependencies.yml
154 B
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/basic-model.png
165 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/condition-step.png
223 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/culmen.jpeg
269 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/data-quality-baseline.png
93 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploy-step.png
225 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploying-flask.png
219 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploying-from-event.png
171 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/deploying-model.png
184 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/diagram.png
489 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/endpoint.png
157 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/evaluation-step.png
167 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/inference-pipeline.png
244 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/model-quality-baseline.png
232 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/penguins.png
2.8 MB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/processing-job.png
295 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/processing-step.png
186 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/registration-step.png
186 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/shadow-deployment.png
245 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/training-job.png
297 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/training-step.png
163 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/tuning-job.png
211 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/images/tuning-step.png
167 kB
~Get Your Files Here !/ml.school-cohort-16/backup/sagemaker/penguins.flow
24 kB
~Get Your Files Here !/ml.school-cohort-16/cloud-formation/mlflow-cfn.yaml
2.5 kB
~Get Your Files Here !/ml.school-cohort-16/cloud-formation/mlschool-cfn.yaml
6.9 kB
~Get Your Files Here !/ml.school-cohort-16/data/penguins.csv
13 kB
~Get Your Files Here !/ml.school-cohort-16/example.env
769 B
~Get Your Files Here !/ml.school-cohort-16/gitignore
207 B
~Get Your Files Here !/ml.school-cohort-16/idx-template.json
689 B
~Get Your Files Here !/ml.school-cohort-16/idx-template.nix
870 B
~Get Your Files Here !/ml.school-cohort-16/idx/dev.nix
2.4 kB
~Get Your Files Here !/ml.school-cohort-16/idx/icon.png
8.1 kB
~Get Your Files Here !/ml.school-cohort-16/images/architecture.png
656 kB
~Get Your Files Here !/ml.school-cohort-16/images/monitoring.png
377 kB
~Get Your Files Here !/ml.school-cohort-16/images/penguins.png
2.8 MB
~Get Your Files Here !/ml.school-cohort-16/images/training.png
412 kB
~Get Your Files Here !/ml.school-cohort-16/justfile
1.9 kB
~Get Your Files Here !/ml.school-cohort-16/logging.conf
566 B
~Get Your Files Here !/ml.school-cohort-16/markdownlint.json
98 B
~Get Your Files Here !/ml.school-cohort-16/mlschool-toc.json
432 B
~Get Your Files Here !/ml.school-cohort-16/pipelines/__init__.py
0 B
~Get Your Files Here !/ml.school-cohort-16/pipelines/common.py
5.8 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/deployment.py
21 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/endpoint.py
11 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/inference.py
9.9 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/monitoring.py
12 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/sagemaker.py
5.6 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/training.py
19 kB
~Get Your Files Here !/ml.school-cohort-16/pipelines/tuning.py
3.6 kB
~Get Your Files Here !/ml.school-cohort-16/pyproject.toml
532 B
~Get Your Files Here !/ml.school-cohort-16/requirements.txt
214 B
~Get Your Files Here !/ml.school-cohort-16/tests/__init__.py
0 B
~Get Your Files Here !/ml.school-cohort-16/tests/test_inference.py
6.5 kB
~Get Your Files Here !/ml.school-cohort-16/vscode/settings.json
283 B
~Get Your Files Here !/sagemaker/cohort.ipynb
463 kB
~Get Your Files Here !/sagemaker/container/Dockerfile
495 B
~Get Your Files Here !/sagemaker/container/ml-dependencies.yml
154 B
~Get Your Files Here !/sagemaker/images/basic-model.png
165 kB
~Get Your Files Here !/sagemaker/images/condition-step.png
223 kB
~Get Your Files Here !/sagemaker/images/culmen.jpeg
269 kB
~Get Your Files Here !/sagemaker/images/data-quality-baseline.png
93 kB
~Get Your Files Here !/sagemaker/images/deploy-step.png
225 kB
~Get Your Files Here !/sagemaker/images/deploying-flask.png
219 kB
~Get Your Files Here !/sagemaker/images/deploying-from-event.png
171 kB
~Get Your Files Here !/sagemaker/images/deploying-model.png
184 kB
~Get Your Files Here !/sagemaker/images/diagram.png
489 kB
~Get Your Files Here !/sagemaker/images/endpoint.png
157 kB
~Get Your Files Here !/sagemaker/images/evaluation-step.png
167 kB
~Get Your Files Here !/sagemaker/images/inference-pipeline.png
244 kB
~Get Your Files Here !/sagemaker/images/model-quality-baseline.png
232 kB
~Get Your Files Here !/sagemaker/images/penguins.png
2.8 MB
~Get Your Files Here !/sagemaker/images/processing-job.png
295 kB
~Get Your Files Here !/sagemaker/images/processing-step.png
186 kB
~Get Your Files Here !/sagemaker/images/registration-step.png
186 kB
~Get Your Files Here !/sagemaker/images/shadow-deployment.png
245 kB
~Get Your Files Here !/sagemaker/images/training-job.png
297 kB
~Get Your Files Here !/sagemaker/images/training-step.png
163 kB
~Get Your Files Here !/sagemaker/images/tuning-job.png
211 kB
~Get Your Files Here !/sagemaker/images/tuning-step.png
167 kB
~Get Your Files Here !/sagemaker/penguins.flow
24 kB