Thiago Shimada Ramos
Cloud Native BizDevOps | Kubestronaut
Melbourne, Australia
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I've been navigating the tech world for over a decade. My journey has taken me from Brazil to Japan and now Australia, exposing me to diverse perspectives and approaches to problem-solving.
I'm fascinated by the intersection of strategy and technology. When I'm not immersed in Kubernetes (I'm a Kubestronaut!), you'll often find me playing Go or solving Rubik's cubes. My love for Go also sparks my interest in AI, especially the advancements made by AlphaGo.
Area of Expertise
Topics
MLOps on Kubernetes: An introduction to Kubeflow
Get an overview of MLOps (Machine Learning Operations) and discover how Kubernetes and Kubeflow can streamline your ML workflows. This talk will introduce the core principles of MLOps, highlighting its role in ensuring reliable, scalable, and efficient ML deployments.
We'll then dive into Kubeflow, a powerful Kubernetes-native platform purpose-built for MLOps. You'll learn about Kubeflow's key components, including:
Pipeline Orchestration: Building and automating end-to-end ML workflows
Notebooks: Interactive development environments for experimentation
Model Serving: Deploying models for real-time or batch predictions
Training: Scaling model training on Kubernetes
Hyperparameter Tuning: Automate hyperparameter optimisation to find the best model configuration and improve model performance with Katib
Security & Access Control: Integration with Kubernetes RBAC
Key Takeaways:
Understand the core concepts of MLOps and why it's important
Learn how Kubeflow simplifies common ML challenges
Gain insights into Kubeflow's key components and how they work together
Get tips for starting your own MLOps journey with Kubernetes and Kubeflow.
Navigating the Kubernetes Space: My Journey from WebDev to CKAD
Thiago shares his journey from web development to aspiring Certified Kubernetes Application Developer (CKAD) in less than a year of his first encounter with Kubernetes. In this talk, he will share his unique path, highlighting his strategies, challenges, and achievements in immersing himself into Kubernetes. His story is especially inspiring for those new to Kubernetes or contemplating a similar transition, demonstrating that with dedication and the right approach, mastering Developing Applicatons with Kubernetes in a short timeframe is achievable. Thiago's insights are invaluable for anyone interested in Kubernetes, whether you're just starting out or looking to deepen your understanding. Join him to gain a firsthand look at the journey to CKAD certification and how to make the most of resources like the Kubernetes User Group (K8SUG) to accelerate your learning curve in the world of cloud-native applications.
K8SUG Australia #41 - Melbourne meetup @AWS User group Sessionize Event Upcoming
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