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Didi Tech
Didi Tech
Sep 14, 2023 · Operations

eBPF-based Service Interface Topology Observation and Validation in Didi's Observability Platform

Didi’s observability platform leverages non‑intrusive eBPF probes to automatically capture and validate service‑to‑service call tuples, supplement missing SDK data, achieve roughly 80 % core‑path coverage, and address verification challenges while planning future user‑space VM hooks and deeper MTL integration.

MTLObservabilityService Topology
0 likes · 20 min read
eBPF-based Service Interface Topology Observation and Validation in Didi's Observability Platform
DataFunSummit
DataFunSummit
Mar 7, 2021 · Artificial Intelligence

A Comprehensive Overview of Multi‑Task Learning in AI: Concepts, Applications, and Practical Tips

This article provides an in‑depth introduction to multi‑task learning (MTL), explaining its core concepts, why it is widely used in recommendation systems, NLP, CV and reinforcement learning, and offering guidance on model architectures, loss design, auxiliary tasks, and practical deployment tips.

MTLNLPRecommendation systems
0 likes · 19 min read
A Comprehensive Overview of Multi‑Task Learning in AI: Concepts, Applications, and Practical Tips