Synthetic Data Advanced Concepts and Applications

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38:13

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01 - Introduction

01 - Unlock the power of synthetic data.mp4

01:26

02 - 1. Introduction to Synthetic Data

01 - Articulating synthetic datas value.mp4

02:46

02 - Required background knowledge.mp4

00:36

03 - 2. Generating Synthetic Data

01 - Defining synthetic data.mp4

02:50

02 - Generating synthetic data.mp4

02:49

03 - Defining domain gaps.mp4

02:06

04 - Reducing the domain gap.mp4

02:25

05 - What is generative AI.mp4

02:17

06 - Real data errors and solutions.mp4

02:54

07 - Synthetic data for edge cases.mp4

02:08

04 - 3. Implementing Synthetic Data

01 - Real-world label scarcity.mp4

03:11

02 - Leveraging pre-training and fine-tuning.mp4

02:02

03 - Leveraging joint training.mp4

02:23

04 - Applying data sampling techniques.mp4

02:37

05 - Privacy with synthetic data.mp4

02:23

06 - Machine learning with synthetic data.mp4

02:15

05 - Conclusion

01 - Going further with synthetic data.mp4

01:05

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.