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AI Evaluations for Everyone - How Non-Engineers Can Build Better AI Systems with Humane Intelligence

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AI Evaluations for Everyone - How Non-Engineers Can Build Better AI Systems with Humane Intelligence

Torrent Contents Size: 263.5 MB

AI Evaluations for Everyone - How Non-Engineers Can Build Better AI Systems with Humane Intelligence
Bonus Resources.txt
TXT
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01. Introduction
01. You can build better AI systems.mp4
MP4
6.2 MB
02. 1. Building Your First AI Evaluation Red Teaming
01. Why AI evals are important.mp4
MP4
13.3 MB
02. Red teaming and other evals in practice.mp4
MP4
15.4 MB
03. 2. AI Contextual Evaluations
01. Mapping problem spaces Taxonomical vs. ontologicalknowledge graph approaches.mp4
MP4
6.2 MB
02. Mini project Select and justify your evaluation strategy.mp4
MP4
7.2 MB
04. 3. Designing Taxonomies and Ontologies
01. The evaluation spectrum From fully automated to fully human.mp4
MP4
14.2 MB
02. Taxonomies and ontologies in practice.mp4
MP4
13.7 MB
03. Mini project Setting up your taxonomy.mp4
MP4
10 MB
05. 4. Identifying AI Failure Modes
01. Bias in data and models.mp4
MP4
18.8 MB
02. Factuality and hallucinations.mp4
MP4
9.5 MB
03. Misdirection and over-reliance.mp4
MP4
8.5 MB
04. Security and adversarial risks.mp4
MP4
7.2 MB
05. Mini project Identify priority risks for fake pizza restaurant reviews.mp4
MP4
13.7 MB
06. 5. Running the Evaluation
01. Prompt selection and scenario design (governance).mp4
MP4
12.9 MB
02. Red teaming best practices.mp4
MP4
10.8 MB
03. Expert review and annotation in red teaming.mp4
MP4
20 MB
04. Mini project Draft your red teaming plan.mp4
MP4
7.9 MB
07. 6. Final Project From Findings to Decision
01. Making sense of red teaming data.mp4
MP4
12.5 MB
02. Now what Working with red team results.mp4
MP4
6.6 MB
03. Mitigation strategies and guardrails.mp4
MP4
13.5 MB
04. Mini project Select the best AI model and finalize your evaluation.mp4
MP4
18.7 MB
05. Additional resources and next steps.mp4
MP4
4.1 MB
03. An AI red teaming workshop end-to-end.mp4
MP4
7 MB
04. Introduction to the mini project (pizza shop red teaming exercise).mp4
MP4
5.7 MB

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