XConf Online Australia 2020
2020-09-29
-- online --
who it's for
data engineers, machine learning engineers, mlops engineers, data platform engineers, software architects, devops engineers, product managers, ux designers
topics
data mesh architecture; data product design; domain ownership for analytics; event driven architecture; event sourcing and Axon feeds; schema as code practices; contrastive embeddings with triplet loss; online hard-negative mining; TensorFlow embedding pipelines; model traceability and reproducibility; observability and evaluation loops; bias testing with LIME and differential privacy
| title | author | length |
|---|---|---|
| Keynote - The Evolving Role of Data in Software Development | Martin Fowler, Scott Shaw | 47m |
Conference argues that hoovering raw data into lakes sometimes pays off — one team kept speculative logs for a year and later used them to diagnose performance… | ||
| Event Driven Architecture: From Ideation to Production | Ann Mwangi, Sarah Taraporewalla | 39m |
Practical playbook for getting the first event into production: choose technology to match ops skills — using Event Hub with Kafka connectors when managed… | ||
| Designing Machine Learning for Humans | Diana Adorno, Karen Davis | 38m |
Machine learning succeeds or kills based on design details not slogans: a Tempe 2018 AV crash shows radar sees a pedestrian 5.6s out and lidar 5.2s but the… | ||
| Making Use of All Your Data, Labelled or Otherwise | Jessie Wang, Brad Nguyen | 39m |
Unlabeled fruit images are used to train embeddings via contrastive methods (augment an anchor into a positive, sample a negative) using triplet loss with… | ||
| Designing Data Driven Projects: Beyond ML Experimentation | Harmeet Kaur Sokhi, Kiru Samapathy | 40m |
A grocery recommendation prototype goes live, shows value, then repeatedly fails in production: a static product file expired, ephemeral EMR infrastructure… | ||
| Keynote - Data Mesh | Zhamak Dehghani | 39m |
Centralised big‑data platforms repeatedly fail to scale and deliver value, according to NewVantage Partners and casework cited, so Data Mesh applies four… | ||
| nothing matches | ||