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Tutorials

Data–Centric AI Best Practices, Responsible AI, and More

Baturi 29 January 2024 28 0
Data–Centric AI Best Practices, Responsible AI, and More
Free Download Data–Centric AI Best Practices, Responsible AI, and More
Released 1/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Skill Level: Intermediate | Genre: eLearning | Language: English + srt | Duration: 2h 50m | Size: 321 MB
Machine learning typically focuses on producing effective models for a given dataset. In real-world applications, data is messy and improving models is not the only way to get better performance. Data-centric AI (DCAI) is an emerging science that studies techniques to improve datasets, which is often the best way to improve performance in practical ML applications. While data scientists have long practiced this manually via ad hoc trial/error and intuition, DCAI considers the improvement of data as a systematic engineering discipline. In this course, Aishwarya Srinivasan covers the data-centric principles that guide our path forward in this new age of AI as we shift from a model-centric approach to a data-centric paradigm. Learn about DCAI—what it is and the value it offers. Aishwarya covers the DCAI workflow; MLOps as part of DCAI; data validation and preprocessing; model validation; bias detection and mitigation; responsible AI; and more.

Tutorials

Cyber Security – Executive Briefing

Baturi 29 January 2024 15 0
Cyber Security – Executive Briefing
Free Download Cyber Security – Executive Briefing
John Elliott | Duration: 0:39 h | Video: H264 1280x720 | Audio: AAC 48 kHz 2ch | 141 MB | Language: English
Every organization needs to protect itself from cyber threats. This course covers the essentials of cyber security, you will learn about threats, vulnerabilities and the protective, defensive and corrective controls deployed by organizations.
A cyber incident can have a significant effect on an organization. Investors, customers and regulators expect cyber security be to managed from the board downwards, so every executive needs the basic understanding of cyber security that you will learn in this course. First, you will meet the attackers who want to harm an organization. Next, you'll learn how they break into computer systems through vulnerabilities and how an organization defends itself using a risk-based combination of preventative, detective and corrective controls. Finally, you will understand some of the ways that controls are managed, the basics of application security and the typical roles needed to support cyber security in an organization. When you're finished with this executive briefing you'll will have the high-level understanding of cyber security that's essential for every executive and IT professional.
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