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Linkedin - Executive Guide To Human-in-the-Loop Machine Learning And Data Annotation
TORRENT SUMMARY
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Human-in-the-loop machine learning is all about continuous learning. And as a process, it’s becoming an increasingly common and critical component of emerging technologies. From healthcare analytics and computer vision to autonomous vehicles and natural language processing, human-in-the-loop machine learning is everywhere, but it’s still widely misunderstood. This course is intended to fill those gaps and quickly get you up to speed. Join instructor Keith McCormick as he explores the industry that has arisen to support this challenge, why it's so important, and how it relates to real-world tasks in data annotation. Discover some of the most common use cases within the larger human-in-the-loop ecosystem. Along the way, Keith shows you how to successfully implement and manage your own data annotation project, including basic skills required for quality control, sampling, active learning, and bias prevention.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Meet the human-in-the-loop.mp4
3 MB
~Get Your Files Here !/01 - Introduction/01 - Meet the human-in-the-loop.srt
1.2 KB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/01 - Human-in-the-loop is everywhere.mp4
11.3 MB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/01 - Human-in-the-loop is everywhere.srt
4.3 KB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/02 - What is supervised machine learning.mp4
9.6 MB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/02 - What is supervised machine learning.srt
3.9 KB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/03 - Defining human-in-the-loop.mp4
11.4 MB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/03 - Defining human-in-the-loop.srt
5 KB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/04 - The rise of human-in-the-loop.mp4
13.8 MB
~Get Your Files Here !/02 - 1. Introducing Human-in-the-Loop/04 - The rise of human-in-the-loop.srt
5 KB
~Get Your Files Here !/03 - 2. Common Use Cases/01 - Healthcare use cases.mp4
19.2 MB
~Get Your Files Here !/03 - 2. Common Use Cases/01 - Healthcare use cases.srt
6.1 KB
~Get Your Files Here !/03 - 2. Common Use Cases/02 - Autonomous use cases.mp4
20 MB
~Get Your Files Here !/03 - 2. Common Use Cases/02 - Autonomous use cases.srt
7 KB
~Get Your Files Here !/03 - 2. Common Use Cases/03 - Natural language use cases.mp4
12.2 MB
~Get Your Files Here !/03 - 2. Common Use Cases/03 - Natural language use cases.srt
4.6 KB
~Get Your Files Here !/03 - 2. Common Use Cases/04 - Reinforcement learning with human feedback (RLHF).mp4
16 MB
~Get Your Files Here !/03 - 2. Common Use Cases/04 - Reinforcement learning with human feedback (RLHF).srt
6.4 KB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/01 - The world of data annotation vendors.mp4
11.1 MB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/01 - The world of data annotation vendors.srt
3.4 KB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/02 - Data annotation as a skill.mp4
11.1 MB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/02 - Data annotation as a skill.srt
3.7 KB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/03 - The ethics of data annotation.mp4
20.8 MB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/03 - The ethics of data annotation.srt
3.1 KB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/04 - Data annotation software vendors.mp4
8.4 MB
~Get Your Files Here !/04 - 3. The Data Annotation Ecosystem/04 - Data annotation software vendors.srt
4.9 KB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/01 - Quality control.mp4
10.7 MB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/01 - Quality control.srt
6.5 KB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/02 - Sampling.mp4
2.9 MB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/02 - Sampling.srt
2.8 KB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/03 - Considerations when managing your own project.mp4
9.5 MB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/03 - Considerations when managing your own project.srt
4.6 KB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/04 - Being data-centric.mp4
22.9 MB
~Get Your Files Here !/05 - 4. Managing a Data Annotation Project/04 - Being data-centric.srt
8.4 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.mp4
5.6 MB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.srt
