AI Engineer's Guide to Advertising and Recommendation Systems
CTR prediction, real-time bidding, RecSys architectures, and the ML behind ads
- #ai-development
- #recommendation-system
- #advertising
#machine-learning
7 posts tagged with "machine-learning"
What this collection covers
This collection brings Restato posts about "machine-learning" together in one place. Compare the problems, implementation choices, verification results, and lessons in each article, then continue to related practical guidance.
AI Engineer's Guide to Foundational ML Concepts
Essential machine learning theory, neural network architectures, and training fundamentals every AI engineer must know
- #ai-development
- #machine-learning
- #deep-learning
AI/ML for Commerce Reviews: Use Cases, Online & Offline Metrics, and Methodology Playbook
A practical research guide to review-driven AI/ML in e-commerce, including KPI frameworks, offline evaluation, formulas, and implementation patterns.
- #commerce
- #reviews
- #machine-learning
Post-Training for LLMs: A Simple, Practical Guide for Developers
An easy-to-understand guide to post-training with equations, code, charts, and workflow diagrams for real-world engineering teams.
- #llm
- #posttraining
- #machine-learning
Choosing the Right Confidence Threshold for YOLO
The default 0.25 works, but understanding why matters for production apps.
- #yolo
- #machine-learning
- #ios
Improving YOLO Model for Four-Leaf Clover Detection
Went from 58% to targeting 80% mAP by switching to YOLOv8s-P2 and tuning augmentations.
- #yolo
- #machine-learning
- #ios
Why 640 Beat 768 in My YOLO Training
Higher resolution should mean better detection, right? Not always.
- #yolo
- #machine-learning
- #deep-learning
7 posts tagged with "machine-learning"