🦉DVC

🇫🇷 @qrodp published a French-language DVC mini-course as part of a guide to industrializing ML projects. Focus: tracking what changed, when, and by whom — critical for diagnosing production issues. 👉🏽 hubs.la/Q048wBLz0 #DVC #MLOps

Reproducibility builds trust and simplifies productionization. @jit_compile's guide recommends DVC alongside cloud storage for versioning large datasets and models outside of Git. All good things. 👉🏽 hubs.la/Q048wFNd0 ✅ #DataScience #MLOps

DVC, @MLflow, or @wandb — Which saves more debug hours? Seojin Yoon, an AI researcher at HD Korea Shipbuilding compares all three from real production experience, evaluating strengths, cost, and complexity. Verdict: use all three. 👉🏽 hubs.la/Q048ww940 🔍#MLOps

Evasion, poisoning, model theft, LLM attacks — Varun Kumar's practical security guide covers them all. DVC is recommended for data provenance as part of a defense-in-depth strategy across the full AI lifecycle. 👉🏽 hubs.la/Q048vtPb0 🛡️ #MLSec

Traditional vulnerability management wasn't built for AI. HackMon AI makes the case for shift-left security that validates data and model integrity from the start with DVC, @MLflow, and @Kubernetes. What do you think? 👉🏽 hubs.la/Q048vn2_0 🔐 #AISecOps #MLOps

⚙️ From pickle files to LLM-scale artifact management: Blake Crosley breaks down why versioning infrastructure must go beyond Git — covering @MLflow 3.0, @wandb, and DVC for managing large binaries and deployment metadata. (In Korean!) 👉🏽 hubs.la/Q048v7bk0 #MLOps

Great pics from the @pydatacardiff Meetup! 🏴󠁧󠁢󠁷󠁬󠁳󠁠 Thanks to David Parr for organizing and Gabrielle Ebbens for presenting on DVC! Planning a DVC or lakeFS meetup? Reach out — we'll send stickers & swag! #PyData

Register here: ai-ready-data-summit.com

Join us tomorrow for the AI-Ready Data Summit, a free, live virtual event built for: ✅ Data & AI leaders ✅ Data and ML engineers ✅ AI/ML platform teams ✅ Centers of Excellence driving enterprise AI strategy See you there and invite a friend! 👇 🔗 hubs.la/Q048v7fr0

Shoutout to students at @bitspilaniindia! 🎓 Assignment 2 projects on cats and dogs classification cover DVC data versioning, CNN modeling, @MLflow tracking, @Docker, CI/CD via @github and Prometheus/@Grafana monitoring. Great to see ML best practices in action! #MLOps #DVC

Register here: ai-ready-data-summit.com

Registration is now open for the AI-Ready Data Summit, a free, live virtual event on March 31, 2026. Built for: Data & AI leaders, data and ML engineers, AI/ML platform teams, and Centers of Excellence driving enterprise AI strategy. Register 👇 🔗 hubs.la/Q046xpw30

Register here: ai-ready-data-summit.com

Registration is now open for the AI-Ready Data Summit, a free, live virtual event on March 31, 2026. Built for: Data & AI leaders, data and ML engineers, AI/ML platform teams, and Centers of Excellence driving enterprise AI strategy. Register 👇 🔗 hubs.la/Q045qZwc0

Models get the spotlight, but data quality wins CV projects. A practical primer on annotation, open-source labeling tools, and DVC for large dataset versioning from Alexandra Danilova. 🎯 hubs.la/Q043FQ2n0 #ComputerVision

Building a RAG-based GenAI agent on ECS Fargate? This Terraform tutorial covers the full agent lifecycle and highlights DVC for managing model weights & artifacts. ⚙️ hubs.la/Q043FfhG0 #MLOps

⚠️ AI data litigation is coming. Tracking exactly which datasets went into every training run is your best defense. DVC makes that possible. hubs.la/Q043Fz9g0 #AIGovernance #MLOps

Register here: ai-ready-data-summit.com

Registration is now open for the AI-Ready Data Summit, a free, live virtual event on March 31, 2026. Built for: Data & AI leaders, data and ML engineers, AI/ML platform teams, and Centers of Excellence driving enterprise AI strategy. Register 👇 🔗 hubs.la/Q045dhxP0

Bias detection, tampering, NIST AI RMF, EU AI Act — a new forensics article from @ICTSecurityMag highlights DVC as essential for reconstructing dataset history and ensuring data provenance. 🔍 In Italian language 🇮🇹 hubs.la/Q043FJgF0 #AICompliance