MLOps & Model Governance 2022

MLOps & Model Governance 2022

Versioning, drift & compliance

Mar 24, 2022 4:00 AM — 12:00 PM McCormick Place, 2301 S King Dr • Chicago, IL, 60616, US Public Published USD 199.00 – 599.00 • Cap 1600
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Event Details

Summary: CI/CD for ML, lineage, and auditability.

Feature stores, model registry, shadow traffic, model risk management.

When: Mar 24, 2022 4:00 AM — 12:00 PM (America/Chicago)

Where: McCormick Place, 2301 S King Dr • Chicago, IL, 60616, US

Accessibility: Accessible routes

Organizer: REGKT Events • events@regkt.org • +1-773-000-0000

Participants

Dr. Dr. Juliana Costa 🇵🇹

StreamLab EU

Program Chair

Session_chair: Program Chair Track: Program Room: Main Hall Featured

Chair: Session

Flink & Kafka at enterprise scale.

Prof. Prof. Victor Almeida 🇧🇷

Universidade de S�o Paulo

Professor of Distributed Systems

Keynote: Opening Keynote Track: Keynotes Room: Main Hall Aug 12, 2024 4:00 AM – 4:45 AM Featured

Keynote: Exactly-Once in the Messy Real World

Sources, sinks, idempotence, and truth.

Stateful stream processing and checkpoints.

Dr. Dr. Amy McKenzie 🇺🇸

CommerceCloud

VP, Streaming

Keynote: Industry Keynote Track: Keynotes Room: Main Hall Aug 12, 2024 5:00 AM – 5:45 AM Featured

Keynote: From Queues to Business Outcomes

Backlogs, SLAs, and money.

Event platforms for retail.

Marek Nowak 🇵🇱

StreamCore

Principal Engineer

Session_chair: Track Chair Track: State Room: Room ST Featured

Chair: Session

RocksDB tuning and rescaling.

Lin Zhang 🇨🇳

ModelStream

Staff ML Engineer

Session_chair: Track Chair Track: Streaming ML Room: Room ML Featured

Chair: Session

Online features & drift monitors.

Katerina Dimitrova 🇧🇬

FlinkWorks

Workshop Instructor

Workshop_instructor: Hands-on Lab Track: Workshops Room: Lab A Aug 13, 2024 5:30 AM – 7:00 AM Featured

Workshop: Savepoints & Rescaling in Practice

State migration and safety.

Flink jobs that scale.

Rita Morales 🇲🇽

PayWave

Senior Engineer

Speaker Track: State Room: Room ST Aug 12, 2024 6:15 AM – 6:45 AM

Talk: Hot Keys and Skew: Strategies that Work

Key-by, salting, and repartition.

Payment streams & dedupe.

Ola Nilsson 🇸🇪

NordShop

Data Reliability Engineer

Speaker Track: State Room: Room ST Aug 12, 2024 7:00 AM – 7:30 AM

Talk: Schema Evolution without Nightmares

Compat, contracts, and rollouts.

Quality gates for streams.

Hanan Al-Farsi 🇴🇲

AdStream

ML Engineer

Speaker Track: Streaming ML Room: Room ML Aug 12, 2024 9:00 AM – 9:30 AM

Talk: Feature Stores for <100ms Decisions

TTL, caching, and join tricks.

Low-latency ranking models.

Svetlana Petrova 🇷🇺

TeleStream

Architect

Speaker Track: Ops Room: Room OP Aug 12, 2024 10:00 AM – 10:30 AM

Talk: Backpressure: Detection and Remedies

Buffers, credits, and fuse patterns.

Telco streams & monitoring.

George Papadopoulos 🇬🇷

Independent

Moderator

Moderator: Panel Moderator Track: Ops Room: Room OP Aug 12, 2024 11:00 AM – 11:45 AM

Panel: Operating Streams under Fire

Incidents, rollbacks, and lessons.

Moderates streaming panels.

Iris Cohen 🇮🇱

RideNow

Head of Data Platform

Panelist: Panelist Track: Ops Room: Room OP Aug 12, 2024 11:00 AM – 11:45 AM

Panel: Operating Streams under Fire

Outages and RCA depth.

Mobility streams and SLAs.

Brian O�Leary 🇮🇪

StreamRight

SRE Manager

Panelist: Panelist Track: Ops Room: Room OP Aug 12, 2024 11:00 AM – 11:45 AM

Panel: Operating Streams under Fire

On-call health and toil.

SRE for event platforms.

Anwar Rahman 🇧🇩

StreamOps

Workshop Instructor

Workshop_instructor: Hands-on Lab Track: Workshops Room: Lab B Aug 13, 2024 8:30 AM – 10:00 AM

Workshop: Kafka Storage & Tiering Deep Dive

Retention, compaction, and cost.

Ops for event platforms.

Felipe Duarte 🇧🇷

REGKT Events

Organizer

Organizer: Program Operations

Ops: Session

Program ops & comms.

Greta Hoffmann 🇩🇪

REGKT Events

Organizer

Organizer: Logistics

Ops: Session

Venue & A/V.

Rakesh Jain 🇮🇳

DataPulse

Engineer

Speaker: Lightning Track: Ops Room: Room OP Aug 13, 2024 11:00 AM – 11:15 AM

Talk: Alert Muting without Blind Spots

Label rules and ownership.

Alerting & on-call tooling.

Noa Levi 🇮🇱

Streamly

Data Engineer

Speaker: Lightning Track: State Room: Room ST Aug 13, 2024 11:20 AM – 11:35 AM

Talk: CDC: Ordering when Everything Reorders

Out-of-order & watermarking.

Streaming ETL and CDC.

Dr. Dr. Petra Hor�k 🇨🇿

OpenEval

Judge

Judge: Demo Awards Judge Aug 13, 2024 12:00 PM – 12:30 PM

Judging: Session

Independent demo awards judge.

Sofia Mendes 🇵🇹

EventForge

Senior Engineer

Speaker Track: Orchestration Room: Room OR Aug 12, 2024 8:15 AM – 8:45 AM

Talk: Designing Sagas that Survive Restarts

Idempotence & retries done right.

Event patterns & blueprints.

Hafsa Khan 🇵🇰

NewsWave

Head of Data

Panelist: Panelist Track: Ops Room: Room OP Aug 12, 2024 11:00 AM – 11:45 AM

Panel: Operating Streams under Fire

SLIs & escalation policy.

Streaming analytics in media.

Professional Impact & Significance

This event represents a platform where leaders, researchers, and practitioners exchange advancements that influence real-world technical, scientific, and organizational practices. The contributions and presentations delivered here reflect recognized expertise in the field and demonstrate active participation in advancing modern knowledge.

Participants are encouraged to archive discussions, slide decks, and session recordings as part of documenting their contributions, outcomes, and role in shaping the dialogue presented here.

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