1. Verified Reviews Only
We only syndicate reviews from students who have demonstrably engaged with the course material. We utilize verification APIs to ensure review authenticity.
2. Zero Tolerance for Astroturfing
Course providers or marketers submitting fake feedback ("astroturfin") or coordinating review-bombing will be permanently purged from our engine.
3. Constructive Feedback Objectives
Focus on specific, actionable technical observations:
- Instructional relevance to modern frameworks (PyTorch 2.5+, etc.).
- Clarity of complex architecture explanations (e.g., Attention mechanisms).
- Credential impact on passing technical HR screens.
Inflammatory or discriminatory language is automatically rejected.
4. Reporting Violations
If you suspect a provider is engaging in deceptive marketing, report it immediately to our moderation board.