17 OCT 2024 - Welcome Back to TorrentFunk! Get your pirate hat back out. Streaming is dying and torrents are the new trend. Account Registration works again and so do Torrent Uploads. We invite you all to start uploading torrents again!
TORRENT DETAILS
Udemy - Testing And Monitoring Machine Learning Model Deployments
TORRENT SUMMARY
Status:
All the torrents in this section have been verified by our verification system
Language: English | Size: 2.75 GB | Duration: 8h 19m
ML testing strategies, shadow deployments, production model monitoring and more
What you'll learn
Machine Learning System Unit Testing
Machine Learning System Integration Testing
Machine Learning System Differential Testing
Shadow Deployments (also known as Dark/Decoy launches)
Statistical Techniques for Assessing Shadow Deployments
Monitoring ML System with Metrics (Prometheus & Grafana)
Monitoring ML Systems with Logs (Kibana & the Elastic Stack)
The Theory Around Continuous Delivery for Machine Learning
Requirements
Comfortable with Python
Familiar with Scikit-Learn, Pandas, Numpy
Comfortable with Data Science Fundamentals
Can use Git version control
Basic knowledge of Docker
This is an advanced course
Description
Learn how to test & monitor production machine learning models.
If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com
Get More Tutorials and Support Us -->> https://FreeCourseWeb.com
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...
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview.mp4
10.1 MB
~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview_en.vtt
3.1 KB
~Get Your Files Here !/01 - Introduction/002 Course Requirements.mp4
7.1 MB
~Get Your Files Here !/01 - Introduction/002 Course Requirements_en.vtt
2 KB
~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important).mp4
18.4 MB
~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important)_en.vtt
4.3 KB
~Get Your Files Here !/01 - Introduction/004 All Notes & Slides For This Course.html
73 B
~Get Your Files Here !/01 - Introduction/004 all-course-slides.pdf
16.1 MB
~Get Your Files Here !/01 - Introduction/004 Complete-Course-Notes.pdf
1.1 MB
~Get Your Files Here !/01 - Introduction/005 FAQ I would like to learn more about the topics not covered.html
2.9 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production.mp4
34.6 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production_en.vtt
9.6 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price.mp4
43.3 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price_en.vtt
10.4 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important).mp4
27.8 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important)_en.vtt
3.6 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip).mp4
25.1 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip)_en.vtt
2.8 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data.mp4
14.5 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data_en.vtt
2.8 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/006 Download dataset and Github repo links and guidelines.html
2.4 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup.mp4
13.6 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup_en.vtt
2.7 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies.mp4
15.9 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies_en.vtt
2.6 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline.mp4
89.9 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline_en.vtt
15 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle.mp4
24.5 MB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle_en.vtt
7.2 KB
~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/011 Additional Links and Resources.html
2.6 KB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview.mp4
2.4 MB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview_en.vtt
1.1 KB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course.mp4
8.6 MB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course_en.vtt
1.7 KB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test.mp4
20 MB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test_en.vtt
4.5 KB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory.mp4
23.7 MB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory_en.vtt
4.9 KB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important).mp4
40 MB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important)_en.vtt
7.8 KB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/006 Setup A Install Requirements.html
710 B
~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up.mp4
1.3 MB
~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up_en.vtt
615 B
~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview.mp4
2.7 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview_en.vtt
1 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions.mp4
11 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions_en.vtt
3.2 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest.mp4
56.6 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest_en.vtt
10.3 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data.mp4
20.5 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data_en.vtt
3.3 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/005 Download the data set - Text Summary.html
1.3 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox.mp4
33.6 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox_en.vtt
5.8 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows.mp4
13.6 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows_en.vtt
1.3 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/008 Troubleshooting Tox on Windows II.html
1.5 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview.mp4
99.5 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview_en.vtt
15.8 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This.mp4
21.3 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This_en.vtt
3.8 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/011 Temporary Fix - important.html
301 B
~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing.mp4
80.8 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing_en.vtt
10.9 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/013 Quick note on git hygiene for the course.html
309 B
~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This.mp4
16.3 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This_en.vtt
3.5 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing.mp4
88.5 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing_en.vtt
10.2 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This.mp4
19.4 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This_en.vtt
3.3 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing.mp4
77.8 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing_en.vtt
8 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This.mp4
10.3 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This_en.vtt
3 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing.mp4
74.2 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing_en.vtt
11 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements.mp4
22.1 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements_en.vtt
2.8 KB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up.mp4
6.7 MB
~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up_en.vtt
2.2 KB
~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview.mp4
2.5 MB
~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview_en.vtt
1011 B
~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap.mp4
34.1 MB
~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap_en.vtt
7 KB
~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker.mp4
27.4 MB
~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker_en.vtt
7.3 KB
~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose.mp4
18.6 MB
~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose_en.vtt
5.1 KB
~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation.mp4
52.5 MB
~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation_en.vtt
6 KB
~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue.mp4
28.8 MB
~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue_en.vtt
3.9 KB
~Get Your Files Here !/05 - Docker & Docker Compose/007 Important Requirements Fix.html
330 B
~Get Your Files Here !/05 - Docker & Docker Compose/008 Docker Space Consumption Tips.html
508 B
~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview.mp4
3 MB
~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview_en.vtt
873 B
~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide.mp4
