
Antoinette Mills
Innovator, Integrator, Influencer, Author, Transformation Leader, Advocate, Speaker
Apex, North Carolina, United States
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Antoinette Alexander Mills is an accomplished and execution-oriented leader, with 19+ years of achievement shepherding transformations, maximizing global partnership performance, and igniting multimillion-dollar growth. With a successfully diverse background (spanning across disciplines), Antoinette has led high profile strategic initiatives while engaging decision makers to devise winning strategies, all supporting her reputation as an Innovator, Integrator, and Influencer across industries.
Area of Expertise
Topics
Slimming Down for Max Gains: Optimizing Generative AI Image Models on Kubernetes
Get your images shredded and your Generative AI deployments pumped! As GenAI image models bulk up, deploying them efficiently is a challenge. We've got workout routines to whip these models into shape for peak performance. In this session, we explore techniques for slimming down and optimizing generative AI image models for Kubernetes environments. Covering strategies like model pruning, quantization, and efficient serving architectures to reduce memory and computational footprint. Delving into techniques for efficient GPU sharing and data parallelization. Learn best practices for containerizing and deploying optimized models on Kubernetes, ensuring efficient resource utilization and scalability. From lightweight model packaging, multi-stage builds, autoscaling to resource management, we'll share tips and strategies to help you get your AI workouts to the finish line. This session will leave you pumped to tackle Kubernetes deployments with optimized generative AI image models!
Secure your Healthcare Generative AI workloads deployed on Kubernetes
Healthcare organizations have been modernizing their applications using containers on Kubernetes. Today they are increasingly adopting Generative AI models to continuously innovate in areas like patient care, drug discovery, and medical imaging analysis. In addition they must comply with healthcare security and privacy regulations. In this talk we will first work backwards from expected healthcare data protection outcomes and provide guidance on extending healthcare organization's standardization of containerized applications on Kubernetes to build secure and resilient Generative AI workloads, particularly encompassing threat landscape analysis, compliance requirements, ethical considerations and actionable insights.
Green Pods: Architecting Sustainable and Responsible Kubernetes Solutions for a Better Tomorrow
Discover "Green Pods," a comprehensive framework for sustainable Kubernetes deployments. We will explore strategies to reduce the carbon footprint of Kubernetes clusters by optimizing resource allocation, employing energy-efficient scheduling algorithms, leveraging cloud-native tools for measuring sustainability metrics, and designing eco-friendly applications. We will cover responsible Kubernetes architecture with a focus on balancing performance against environmental concerns.
Kube-Costbusters: Optimizing Kubernetes Clusters for Efficiency and Epic Savings!
Calling all Kube-Costbusters! Are you ready to unleash the power of cost-driven Kubernetes optimization and embark on an adventure to achieve efficiency and epic savings? We will dive headfirst into a world where cost optimization meets the dynamic realm of Kubernetes clusters.
Our journey begins with the art of cluster right-sizing. We'll reveal secrets to identify hidden cost ghosts haunting your resources. Unleash your powers of analysis and discover how to dynamically adjust cluster capacity using auto-scaling features, banishing wasteful spending and restoring harmony to your budget. The Kube-Costbusters will reveal the secrets of continuous monitoring and optimization. Equip yourself with the ghost-detecting tools and cost monitoring practices to uncover resource inefficiencies and make data-driven decisions. Together, we'll banish unnecessary expenses, have a blast, and save the day with efficiency. Who you gonna call? Kube-Costbusters!
Navigating the Kubernetes Maze: Strategies for Resource Fragmentation
Navigating the ever-evolving Kubernetes ecosystem reveals the notable phenomenon of "Resource Fragmentation." This influx of resources introduces challenges such as hindering efficiency, escalating complexity, and testing the resolve of Kubernetes cluster manageability. The session delves into the intricacies of resource fragmentation within Kubernetes, exploring root causes and dissecting its impact on operational workflows. Most significantly, practical strategies are presented to adeptly navigate and mitigate these challenges. This session unravels the complexities of Kubernetes resource fragmentation, providing a roadmap to overcome hurdles and elevate proficiency in orchestrating efficient containerized systems. As participants embark on this transformative journey, they can anticipate not only overcoming challenges but also gain expertise in optimizing Kubernetes resource dynamics, aligning with sustainable practices for the long-term resilience of containerized systems.
Secure your healthcare generative AI workloads on Amazon EKS
Many healthcare organizations have been modernizing their applications using containers on Amazon EKS. Today, they are increasingly adopting generative AI models to innovate in areas like patient care, drug discovery, and medical imaging analysis. In addition, these organizations must comply with healthcare security and privacy regulations. In this lightning talk, learn how you can work backwards from expected healthcare data protection outcomes. This talk offers guidance on extending healthcare organizations’ standardization of containerized applications on Amazon EKS to build more secure and resilient generative AI workloads.
Running OpenShift on AWS using Red Hat OpenShift Service on AWS (ROSA)
OpenShift is a Kubernetes-based application platform that gives developers and platform engineers a turnkey option for hosting containerized apps. Red Hat OpenShift Service on AWS (ROSA) is a fully managed OpenShift experience, integrated with AWS to accelerate migrations and deployments. Learn what we’re doing to make this experience even smoother and more delightful for application and platform teams.
Building a Career in Cloud Technologies: Corporate Social Responsibility and Citizenship
As the demand for cloud technologies continues to soar, professionals are presented with unparalleled career opportunities in this dynamic and rapidly evolving field. However, amidst the pursuit of professional success, it's essential to consider the broader impact of our work on society and the environment. This presentation will explore strategies for positioning your career in cloud technologies, while embracing corporate social responsibility (CSR) and fostering a culture of good corporate citizenship.
KCD New York 2025 Sessionize Event Upcoming
Grace Hopper Celebration 2024
As the demand for cloud technologies continues to soar, professionals are presented with unparalleled career opportunities in this dynamic and rapidly evolving field.However, amidst the pursuit of professional success, it's essential to consider the broader impact of our work on society and the environment. This presentation will explore strategies for positioning your career in cloud technologies, while embracing corporate social responsibility (CSR) and fostering a culture of good corporate citizenship.
AWS re:Inforce 2024
Many healthcare organizations have been modernizing their applications using containers on Amazon EKS. Today, they are increasingly adopting generative AI models to innovate in areas like patient care, drug discovery, and medical imaging analysis. In addition, these organizations must comply with healthcare security and privacy regulations. In this lightning talk, learn how you can work backwards from expected healthcare data protection outcomes. This talk offers guidance on extending healthcare organizations’ standardization of containerized applications on Amazon EKS to build more secure and resilient generative AI workloads.
AWS re:Invent 2023
OpenShift is a Kubernetes-based application platform that gives developers and platform engineers a turnkey option for hosting containerized apps. Red Hat OpenShift Service on AWS (ROSA) is a fully managed OpenShift experience, integrated with AWS to accelerate migrations and deployments. Learn what we’re doing to make this experience even smoother and more delightful for application and platform teams.
KubeCon + CloudNativeCon North America 2023 Sessionize Event
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