Udemy - MLflow in Action - Master the art of MLOps using MLflow tool (8.2024)
大小
1.87 GB
文件数
151
Info Hash:
A437C4543FBB23372CD031ADD05201D4612AA98A
收录时间
2025-12-13 06:58:10
更新时间
2025-12-18 09:54:21
文件列表 (151)
1 - Introduction to MLOps/1 - What is MLOps.mp4
8.19 MB
1 - Introduction to MLOps/2 - Traditional Machine Learning Lifecycle.mp4
9.59 MB
1 - Introduction to MLOps/3 - Challenges in traditional ML lifecycle Part 1.mp4
17.26 MB
1 - Introduction to MLOps/4 - Challenges in traditional ML lifecycle Part 2.mp4
16.36 MB
1 - Introduction to MLOps/5 - How MLOps address the challenges.mp4
8.51 MB
10 - MLflow Model Evaluation/46 - Introduction to Model evaluation in MLflow.mp4
5.83 MB
10 - MLflow Model Evaluation/47 - Evaluate function parameters.mp4
42.31 MB
10 - MLflow Model Evaluation/48 - evaluate.py
5.08 KB
10 - MLflow Model Evaluation/48 - Implement evaluate function.mp4
45.77 MB
10 - MLflow Model Evaluation/49 - Comparing Runs of an Experiment.mp4
20.49 MB
10 - MLflow Model Evaluation/50 - Create Custom metrics and artifacts.mp4
24.33 MB
10 - MLflow Model Evaluation/50 - custom-metric-and-artifact.py
6.32 KB
10 - MLflow Model Evaluation/51 - Setting Validation thresholds in evaluate.mp4
47.47 MB
10 - MLflow Model Evaluation/51 - validation-threshold.py
8.04 KB
11 - MLflow Registry component/52 - Introduction to MLflow Registry.mp4
6.63 MB
11 - MLflow Registry component/53 - Register models from UI.mp4
15.9 MB
11 - MLflow Registry component/54 - Stages of registered models.mp4
10.1 MB
11 - MLflow Registry component/55 - Register model using logmodel function.mp4
23.01 MB
11 - MLflow Registry component/55 - registry-load-model.py
2.94 KB
11 - MLflow Registry component/56 - Register model using registermodel function.mp4
14.87 MB
11 - MLflow Registry component/56 - registry-register-model.py
3.35 KB
11 - MLflow Registry component/57 - PureElasticNetRegression.py
2.2 KB
11 - MLflow Registry component/57 - Register external & unsupported models.mp4
15.2 MB
11 - MLflow Registry component/57 - RegisterElasticModel.py
521 B
12 - MLflow Project component/3 - Quiz 3.html
13 B
12 - MLflow Project component/58 - Introduction to MLflow Projects.mp4
6.42 MB
12 - MLflow Project component/59 - simplified-code.py
2.7 KB
12 - MLflow Project component/59 - Write MLproject file.mp4
8.41 MB
12 - MLflow Project component/60 - Environments in MLproject file.mp4
13.02 MB
12 - MLflow Project component/60 - MLproject.txt
299 B
12 - MLflow Project component/61 - Docker environment examples.mp4
10.12 MB
12 - MLflow Project component/62 - Entry points in MLproject file.mp4
12.65 MB
12 - MLflow Project component/62 - MLproject.txt
299 B
12 - MLflow Project component/63 - Running MLproject file.mp4
3.94 MB
12 - MLflow Project component/64 - Backend config link.txt
48 B
12 - MLflow Project component/64 - Run commands Options.mp4
9.74 MB
12 - MLflow Project component/65 - Run MLflow Project via CLI and API.mp4
27.96 MB
12 - MLflow Project component/65 - run.py
271 B
13 - MLflow Client/66 - Introduction to MLflow Client.mp4
6.18 MB
13 - MLflow Client/67 - Experiment management functions in MLflow client.mp4
23.36 MB
13 - MLflow Client/68 - search-experiment.py
566 B
13 - MLflow Client/68 - searchexperiment function in MLflow Client.mp4
20.47 MB
13 - MLflow Client/69 - Run management functions in MLflow client Part 1.mp4
31.68 MB
13 - MLflow Client/69 - run-management.zip
34.84 KB
13 - MLflow Client/70 - Run management functions in MLflow client Part 2.mp4
25.05 MB
13 - MLflow Client/70 - run-management.zip
34.84 KB
13 - MLflow Client/71 - Model versioning functions in MLflow client Part 1.mp4
43.81 MB
13 - MLflow Client/71 - Model-Versioning-and-Management.zip
3.52 MB
13 - MLflow Client/72 - Model versioning functions in MLflow client Part 2.mp4
28.57 MB
13 - MLflow Client/72 - Model-Versioning-and-Management.zip
3.52 MB
14 - MLflow CLI commands/73 - CLI-COMMANDS.py
902 B
14 - MLflow CLI commands/73 - MLflow CLI commands Set 1.mp4
16.69 MB
14 - MLflow CLI commands/74 - CLI-COMMANDS.py
902 B
14 - MLflow CLI commands/74 - Db migrations link.txt
81 B
14 - MLflow CLI commands/74 - MLflow CLI commands Set 2.mp4
17.65 MB
15 - AWS integration with MLflow EndtoEnd Project/75 - Introduction and architecture of Project.mp4
7.85 MB
15 - AWS integration with MLflow EndtoEnd Project/76 - AWS setup Create user Codecommit repo S3 bucket.mp4
22.02 MB
15 - AWS integration with MLflow EndtoEnd Project/77 - AWS setup MLflow server on EC2.mp4
52.85 MB
15 - AWS integration with MLflow EndtoEnd Project/77 - Commands-to-run-on-EC2-terminal.txt
315 B
15 - AWS integration with MLflow EndtoEnd Project/78 - Data Preprocessing.mp4
15.59 MB
15 - AWS integration with MLflow EndtoEnd Project/78 - housing-price.zip
465.8 KB
15 - AWS integration with MLflow EndtoEnd Project/78 - Install-git-on-windows.docx
1.04 MB
15 - AWS integration with MLflow EndtoEnd Project/79 - housing-price.zip
465.8 KB
15 - AWS integration with MLflow EndtoEnd Project/79 - Model Training code.mp4
16.76 MB
15 - AWS integration with MLflow EndtoEnd Project/80 - housing-price.zip
465.8 KB
15 - AWS integration with MLflow EndtoEnd Project/80 - Writing MLproject file.mp4
11.41 MB
15 - AWS integration with MLflow EndtoEnd Project/81 - Run project on local system.mp4
28.14 MB
15 - AWS integration with MLflow EndtoEnd Project/82 - AWS Sagemaker setup.mp4
44.33 MB
15 - AWS integration with MLflow EndtoEnd Project/83 - Model Training on AWS Sagemaker.mp4
50.55 MB
15 - AWS integration with MLflow EndtoEnd Project/84 - Model comparison and evaluation.mp4
38.16 MB
15 - AWS integration with MLflow EndtoEnd Project/85 - build-command.txt
77 B
15 - AWS integration with MLflow EndtoEnd Project/85 - housing-price.zip
465.8 KB
15 - AWS integration with MLflow EndtoEnd Project/85 - Model deployment on AWS Sagemaker.mp4
45.46 MB
15 - AWS integration with MLflow EndtoEnd Project/86 - housing-price.zip
465.8 KB
15 - AWS integration with MLflow EndtoEnd Project/86 - Model inferencing.mp4
27.08 MB
16 - Bonus/87 - Apache Beam course link.txt
121 B
16 - Bonus/87 - Apache Flink course link.txt
113 B
16 - Bonus/87 - BigQuery course link.txt
72 B
16 - Bonus/87 - BigQuery ML link.txt
82 B
16 - Bonus/87 - Bonus.mp4
22.49 MB
16 - Bonus/87 - Mapreduce course link.txt
121 B
16 - Bonus/87 - MLOps Course link.txt
76 B
2 - Introduction to MLflow/6 - What is MLflow.mp4
7.35 MB
2 - Introduction to MLflow/7 - Components of MLflow.mp4
12.43 MB
2 - Introduction to MLflow/8 - MLflow Setup.mp4
24.01 MB
3 - MLflow Tracking component/10 - first-ML-code-with-Mlflow.py
2.26 KB
3 - MLflow Tracking component/10 - Sklearn regression model with MLflow.mp4
28.9 MB
3 - MLflow Tracking component/11 - MLruns directory.mp4
31.81 MB
3 - MLflow Tracking component/12 - MLflow UI tour.mp4
27.83 MB
3 - MLflow Tracking component/9 - basic-ML-code.py
1.81 KB
3 - MLflow Tracking component/9 - Github link.txt
41 B
3 - MLflow Tracking component/9 - red-wine-quality.csv
96.57 KB
3 - MLflow Tracking component/9 - Sklearn regression model.mp4
36.6 MB
4 - MLflow Logging functions/1 - Quiz 1.html
13 B
4 - MLflow Logging functions/13 - Setting and Getting Tracking Uri Part 1.mp4
6.12 MB
4 - MLflow Logging functions/14 - set-get-tracking-uri.py
1.92 KB
4 - MLflow Logging functions/14 - Setting and Getting Tracking Uri Part 2.mp4
8.31 MB
4 - MLflow Logging functions/15 - Create MLflow experiment function.mp4
29.55 MB
4 - MLflow Logging functions/15 - create-experiment.py
2.85 KB
4 - MLflow Logging functions/16 - Set MLflow experiment function.mp4
14.85 MB
4 - MLflow Logging functions/17 - Start and End run functions Part 1.mp4
8.93 MB
4 - MLflow Logging functions/18 - Start and End run functions Part 2.mp4
13.69 MB
4 - MLflow Logging functions/19 - Active & Last active run functions.mp4
13.04 MB
4 - MLflow Logging functions/19 - active-last-active-run.py
2.79 KB
4 - MLflow Logging functions/20 - Log multiple parameters & metrics function.mp4
21 MB
4 - MLflow Logging functions/21 - Log multiple artifacts function.mp4
35.99 MB
4 - MLflow Logging functions/21 - log-artifacts.py
3.16 KB
4 - MLflow Logging functions/22 - Set tags function.mp4
34.06 MB
4 - MLflow Logging functions/22 - set-tags.py
3.32 KB
5 - Launch multiple Experiments and Runs/23 - Launch multiple Runs in a program.mp4
57.22 MB
5 - Launch multiple Experiments and Runs/23 - Launching-multiple-runs.py
6.01 KB
5 - Launch multiple Experiments and Runs/24 - Launch multiple Experiments in a program.mp4
55.45 MB
5 - Launch multiple Experiments and Runs/24 - Launching-multiple-experiments.py
14.15 KB
6 - Autologging in MLflow/25 - Automatic Logging link.txt
62 B
6 - Autologging in MLflow/25 - Introduction to Autologging.mp4
11.13 MB
6 - Autologging in MLflow/26 - autolog.py
3.08 KB
6 - Autologging in MLflow/26 - Implement autolog function.mp4
24.12 MB
6 - Autologging in MLflow/27 - Automatic logging.txt
62 B
6 - Autologging in MLflow/27 - Implement library specific autolog function.mp4
23.13 MB
7 - Tracking Server of MLflow/28 - What is MLflow Tracking server.mp4
6.71 MB
7 - Tracking Server of MLflow/29 - Implement Tracking Server in MLflow.mp4
27.3 MB
7 - Tracking Server of MLflow/29 - Mlflow server command.txt
53 B
7 - Tracking Server of MLflow/29 - mlflow-server-command.py
295 B
7 - Tracking Server of MLflow/30 - Local Tracking server scenarios.mp4
14.09 MB
7 - Tracking Server of MLflow/31 - Remote Tracking server scenarios.mp4
26.04 MB
8 - MLflow Model component/2 - Quiz 2.html
13 B
8 - MLflow Model component/32 - Introduction to Model component.mp4
18.77 MB
8 - MLflow Model component/33 - Model components.mp4
12.32 MB
8 - MLflow Model component/33 - Model flavors.txt
65 B
8 - MLflow Model component/34 - Storage format.mp4
31.1 MB
8 - MLflow Model component/35 - MLmodel file explained.mp4
24.52 MB
8 - MLflow Model component/36 - MLflow data types.txt
81 B
8 - MLflow Model component/36 - What are Model Signatures.mp4
9.88 MB
8 - MLflow Model component/37 - What is Signature Enforcement in MLflow.mp4
7.7 MB
8 - MLflow Model component/38 - infer-signature.py
3.53 KB
8 - MLflow Model component/38 - Log Signatures & Input examples in MLflow.mp4
39.14 MB
8 - MLflow Model component/38 - model-signature-and-input-examples.py
5.03 KB
8 - MLflow Model component/39 - Model API savemodel logmodel explained.mp4
26.58 MB
9 - Handling Customized models in MLflow/40 - What is Model customization in MLflow.mp4
4.95 MB
9 - Handling Customized models in MLflow/41 - Implement Custom Python model Part 1.mp4
14.73 MB
9 - Handling Customized models in MLflow/41 - Mlflow pyfunc.txt
84 B
9 - Handling Customized models in MLflow/41 - model-customization.py
4.86 KB
9 - Handling Customized models in MLflow/42 - Implement Custom Python model Part 2.mp4
20.49 MB
9 - Handling Customized models in MLflow/42 - model-customization.py
4.86 KB
9 - Handling Customized models in MLflow/43 - Implement Custom Python model Part 3.mp4
19.23 MB
9 - Handling Customized models in MLflow/43 - model-customization.py
4.86 KB
9 - Handling Customized models in MLflow/44 - load-model.py
5.17 KB
9 - Handling Customized models in MLflow/44 - Loading the customized Python model.mp4
8.72 MB
9 - Handling Customized models in MLflow/44 - Python Model Customization link.txt
81 B
9 - Handling Customized models in MLflow/45 - Custom Flavors in MLflow.mp4
43.36 MB
9 - Handling Customized models in MLflow/45 - Custom flavors link.txt
57 B