Training machine learning models on a local machine often leads to long runtimes, timeouts, and resource constraints, making it difficult to experiment and iterate efficiently. In this session, we’ll explore how to offload ML training from local to a more robust Azure Kubernetes Service (AKS) using the open-source Dask framework. By leveraging Dask-Kubernetes, you'll learn how to distribute ML workloads seamlessly, optimize resource utilization, and significantly reduce training time on AKS using a parallel computing framework. Through real-world demonstrations, we’ll walk through setting up a scalable ML pipeline, provisioning Dask clusters on AKS, and addressing common challenges in distributed training. Whether you're a data scientist or ML engineer, this session will equip you with practical insights to overcome local resource limitations and accelerate ML training at scale.

This session will be aimed at helping attendees to kickstart their machine learning journey using Azure Machine Learning. This session introduces the core concepts, tools, and workflows that make Azure ML a powerful platform for beginners and professionals alike. _x000D_ Whether you're a developer, data enthusiast, or IT professional, you'll learn how to build, train, and deploy your first ML model using no-code and low-code tools.

As AI becomes part of the systems we rely on every day from hospitals and banks to national security a serious question comes up: who’s testing the AI before it makes decisions that affect us all?_x000D_ _x000D_ In this session, I’ll walk you through the journey of Red Teaming: how it started with military exercises, shifted into cybersecurity, and is now evolving into something even more powerful: AI Red Teaming._x000D_ _x000D_ We’re now in a space where ethical hackers are stress-testing AI models to uncover flaws, biases, and potential misuse. And this isn’t just about catching bugs but it’s about protecting people, building trust, and making sure AI systems are secure, fair, and inclusive._x000D_ _x000D_ I’ll be showing how traditional cybersecurity professionals can step into this fast-emerging space and why Africa must have a seat at this table._x000D_ _x000D_ You’ll learn how to:_x000D_ _x000D_ Move from Classic blue team roles into AI-focused security_x000D_ _x000D_ How to break into this fast-growing space (even if you’re starting from traditional cybersecurity)_x000D_ _x000D_ Discover new career paths in AI security—like adversarial testing and model auditing_x000D_ _x000D_ How we can build culturally-aware Red Teams that test AI for real-world threats._x000D_ _x000D_ This session is for anyone passionate about the future of cybersecurity, AI, and Africa’s role in shaping tech that works for everyone. Whether you’re just starting out or already leading in this space, there’s a place for you in this conversation.

In the era of digital first, the web presence is a necessity, and you need not be a programmer to create it. This exercise presents you with the Power Pages component of the Microsoft Power Platform by which anyone can create secure, data-driven websites with minimal or no code. How to create portals that are customer facing, how to connect to Dataverse and how to integrate your site with Microsoft 365 and Power Automate, will be learnt. This session, whether you are a student, entrepreneur or a member of an organization will help you kick start through idea to live web site within a short time and efficiently.

We'll explore the power of AI-driven web automation in this session! _x000D_ _x000D_ How Browser Use, an open-source tool for browser control, pairs with Azure OpenAI to streamline workflows like data scraping, form filling, and task automation, making websites accessible for AI agents._x000D_ _x000D_ We’ll dive into real-world examples—think automating job applications or managing online shopping on ecommerce sites (e.g Jumia) how to integrate these tools for seamless, intelligent browser interactions. _x000D_ _x000D_ Attendees will learn to leverage Browser Use’s natural language interface and Azure OpenAI’s advanced models (e.g., GPT-4o) to build scalable automation solutions. _x000D_ Expect live demos, practical tips on setup, and insights into error handling and optimization. _x000D_ _x000D_ Perfect for developers and automation enthusiasts eager to supercharge their web tasks with AI!

In this session you will learn to build a privacy-first, on-device ai agent that streamlines repetitive browser tasks using SLMs, Foundry Local, and Flask. This session guides you through building an agent that takes plain language instructions and performs web automation - such as making a simple order. The talk covers integrating SLMs locally, orchestrating automation flows in Flask, and using MCP for context-aware actions. In this talk expect a practical demo and actionable tips for extending your agent.

This session will walk through the audience in deploying and managing kubernetes clusters on Azure using AKS automatic, by just a few clicks in the azure portal. I will walk the audience through how to troubleshoot application issues, integrations with other azure services, scaling and observability of the deployed cluster.

In this session we will dive into the threats around the use of AI applications in organizations and how Microsoft Purview and Microsoft Defender XDR come together to help organization detect malicious AI applications and secure their data

Building PowerApps may entail Copy and Pasting some Controls you've created to allow you to build faster. Now imagine building an app where creating a new or edit request form contains multi-step navigation and several form controls from text inputs to drop-downs. What's the best way to handle that? Do you copy and paste controls such that you end up with over 60 controls to manage, or you would rather have just key controls and re-use them powerfully. Let's discuss this approach.

AI-assisted coding is more than just hype. But like every powerful tool, knowing how to use GitHub Copilot correctly is key to getting the most out of it. Join this session to learn how Copilot works, some best practices and what AI can realistically do for developers in the real world. We'll cover copilot benefits for developers such as code pairing: Copilot isn’t just a solo act, It’s the ultimate coding buddy, Code with confidence, Boosted developer productivity, Code diversity and even cover the reality of GitHub Copilot limitations_x000D_ GitHub Copilot will change how you write code; but only if you are curious, creative, and you continue to think critically. AI is only as good as the developer who wields it.

This session is designed for beginners who want to learn how to automate tasks and workflows using Microsoft Azure tools. You’ll discover how Azure Logic Apps and Azure Functions can work together to streamline everyday business operations—from sending automated emails to reacting to real-time events in your data pipeline._x000D_ _x000D_ We will cover:_x000D_ _x000D_ The basics of serverless computing_x000D_ _x000D_ How to create low-code workflows in Logic Apps_x000D_ _x000D_ How to extend functionality with custom code using Azure Functions_x000D_ _x000D_ Real-world beginner-friendly demos (e.g., triggering email notifications when a new file is uploaded or a data alert is raised)_x000D_ _x000D_ By the end, attendees will have the confidence to build and automate workflows without deep coding knowledge, perfect for those new to cloud development or looking to boost productivity.

In the world of serverless computing, managing stateful workflows can be challenging. Azure Durable Functions offer a unique solution by combining the scalability and simplicity of serverless with powerful orchestration and state management. This talk will explore how Durable Functions enable long-running workflows, automatic retries, and the coordination of multiple services, all while maintaining clean, readable code. By the end of the session, attendees will understand how Durable Functions bridge the gap between stateless execution and complex, stateful operations, providing a robust framework for modern cloud applications._x000D_ _x000D_ _x000D_ Proposal Document_x000D_ https://docs.google.com/document/d/15DRAJufgrZ4BcOqA_mXsYyrVRhxL0ZJV/edit?usp=sharing&ouid=114743127658169331712&rtpof=true&sd=true

Effective threat hunting begins with a deep understanding of human behavior—and the signals it sends when something's not quite right. This session, led by cybersecurity educator Cecilia, delves into how behavioral anomalies, contextual cues, and security personas can be leveraged to detect and respond to emerging threats before they escalate._x000D_ Grounded in her experience mentoring future security professionals and exploring human-centered design, Cecilia introduces the role of security personas—user archetypes based on behavioral traits, digital habits, and interaction contexts—that help practitioners anticipate, interpret, and investigate anomalies with greater precision. By recognizing subtle shifts within these personas, threat hunters gain richer insight into intent, risk exposure, and the social dynamics behind suspicious activity._x000D_ Participants will learn how to integrate contextual data with persona-driven analysis to move beyond generic rule-based detection. The session highlights methods for enhancing explainability in security tooling, creating detection strategies that are both technically robust and intuitively transparent._x000D_

In this session, explore the journey of transforming innovative ideas into powerful Microsoft 365 Copilot Agents. Whether you wish to extend Microsoft 365 Copilot, building on its AI engine and orchestration then choose the "Extend" labs or if you want to build a completely custom agent using Azure AI Studio (or any AI of your choice), choose the "Build" labs._x000D_ _x000D_ Discover how to harness the capabilities of Microsoft 365's ecosystem, integrate AI-driven features, and deliver personalized solutions that elevate productivity and collaboration. Whether you're an experienced developer or new to building intelligent agents, this talk provides actionable insights and practical examples to help you bring your vision to life.

In this session, I’ll explore how designers can drive innovation through human-centered design principles and problem-solving frameworks. Drawing from real-world projects and community-focused initiatives, I’ll break down the product design process—from user research and ideation to prototyping and usability testing—highlighting how thoughtful design transforms ideas into scalable digital products._x000D_ _x000D_ Whether you’re a developer, student, or innovator, you’ll walk away with a practical understanding of how to apply design thinking to solve real challenges, especially in emerging markets. This talk is ideal for anyone interested in bridging the gap between tech and users through impactful, inclusive, and accessible design.

Learn to build scalable Retrieval-Augmented Generation (RAG) applications using your data with Microsoft Fabric and Azure OpenAI!_x000D_ _x000D_ This session dives into creating and managing vector databases in Fabric’s Eventhouse, powering intelligent, data-driven solutions. Through hands-on demos—like enhancing Q&A systems or summarizing large datasets—you’ll see how to integrate these tools for faster data retrieval and smarter applications._x000D_ _x000D_ We’ll cover setup, optimization, and scaling tips, leveraging Azure OpenAI’s advanced models (e.g., GPT-4) and Eventhouse’s high-performance engine._x000D_ _x000D_ Whether you’re a developer, data scientist, or IT pro, you’ll leave with practical skills to deploy RAG solutions in your projects, driving innovation with ease.

In the current development ecosystem, Automation is no longer an option, it is mandatory for you and your team. This session will delve into GitHub Actions, GitHub's inbuilt CI/CD and automation engine, and show you how to automate builds, tests, deployments, and even infrastructure provisioning using the GitHub Actions capabilities in your repo!_x000D_ _x000D_ We'll cover:_x000D_ _x000D_ The main concepts of GitHub Actions (workflows, jobs, runners, events)_x000D_ _x000D_ Powerful custom workflows to use with CI/CD pipelines_x000D_ _x000D_ Secrets management and deploying securely_x000D_ _x000D_ Reusable workflows to use across enterprise teams_x000D_ _x000D_ Deploying to (App Services / Azure Functions) on Azure using GitHub Actions_x000D_ _x000D_ Using GitHub Actions with Terraform or Bicep for Infrastructure as Code_x000D_ _x000D_ No matter if you're a developer, DevOps engineer, or an IT professional, this session will provide you the knowledge, users, and templates to scale your workflows while shipping faster._x000D_ _x000D_ What You Will Learn:_x000D_ ✅ GitHub Actions Syntax and structure_x000D_ ✅ How to write workflows and trigger workflows for CI/CD_x000D_ ✅ Testing and security integration into your pipeline_x000D_ ✅ Deploying to Microsoft Azure from GitHub_x000D_ ✅ Secrets, permissions, and automation etchics_x000D_ ✅ Infrastructure as Code (IaC) Automation using GitHub Actions + Azure_x000D_ _x000D_ Who is this for?_x000D_ Developers looking to automate deployments._x000D_ _x000D_ DevOps engineers working in Azure ecosystems.

With supply chain attacks on the rise, securing software from development to deployment is more critical than ever. This session provides a deep dive into software supply chain security, focusing on real-world threats, security best practices, and automation in Azure DevOps & GitHub._x000D_ _x000D_ 🔍 what the session covers:_x000D_ ✅ Common software supply chain attack vectors and real-world breaches_x000D_ ✅ Secure coding practices and automated security scanning in CI/CD_x000D_ ✅ Container security: Image scanning, signing, and runtime protection_x000D_ ✅ Secrets management and dependency security best practices_x000D_ ✅ Microsoft Defender for DevOps: Threat detection and remediation_x000D_ _x000D_ ⚡ Live Demo:_x000D_ Watch a hands-on attack simulation on a vulnerable pipeline—then see how to detect, fix, and prevent such exploits using Azure DevOps, GitHub Advanced Security, and Microsoft Defender for Cloud.

This will be a detailed session of how to use Microsoft Co-Pilot for your productivity through prompting and having conversations with AI to better utilize Language Learning Models the best way possible._x000D_ _x000D_ Co-pilot is not just an AI but a productivity tool to help with t context, project hurdles, communication, and desired solutions. This session will aim to help everyone who attends to harness the power of Microsoft Co-pilot to assist them perform exceptionally well in their tasks.

In this session, you'll demonstrate how to automate the detection, visualization, and remediation of incidents in a modern network by using Zabbix for proactive monitoring, Grafana for telemetry visibility, and GitOps-like CI/CD pipelines for rollouts for responses. Think alert-based pipelines, self-healing configurations, rollback deployments, and visual analytics as first responders._x000D_ _x000D_ _x000D_ Key Themes:_x000D_ _x000D_ _x000D_ Zabbix as the gold source for actionable telemetry_x000D_ _x000D_ _x000D_ Grafana dashboards with incident trends & SLA perspectives_x000D_ _x000D_ _x000D_ GitOpsly workflows (e.g. ArgoCD, Flux) that create config updates or rollbacks_x000D_ _x000D_ _x000D_ CI/CD pipelines using infrastructure-as-code for network components

Join this session to rapidly prototype and fine-tune AI agents locally, connect them to an MCP (Model Context Protocol) server for real-world tool integrations, and then deploy your agents directly from VS Code into Azure AI Foundry—all in one seamless workflow, without leaving your favorite editor!

With the rising cost in Cloud Economy ($225b in 2022, growth of $47b in previous years and $600b in 2023), Companies are now finding ways to minimize costs on Cloud computing spend._x000D_ _x000D_ FinOps is the way for teams to manage their cloud costs, where everyone takes ownership of their cloud usage supported by a central best-practices group. I recently used FinOps in a real scenario to reduce monthly spend in Azure by over $15,000_x000D_ _x000D_ In this session I will be sharing _x000D_ _x000D_ How I helped my company reduce cost by 60%_x000D_ Process of how I incorporated FinOps to the organisation_x000D_ Recommendation and Challenges faced introducing the Finops culture_x000D_ Real world recommendations to help reduces costs by 50%_x000D_ How we can use best practice to acheive reduction using FiNops frameworks

In this session, we'll explore the evolving battle against cyber threats, using Microsoft XDR and SIEM as our foundation. Discover how integrated threat protection, powered by AI, transforms security from reactive firefighting into a proactive defense strategy._x000D_ _x000D_ Join us for a hands-on exploration of AI-driven security. Using real-world examples from Microsoft's Defender for Cloud, Sentinel, and Security Copilot, we'll demonstrate how to detect, investigate, and respond to threats at machine speed. Learn how these tools enhance visibility across multi-cloud environments, strengthen incident response, and accelerate remediation efforts._x000D_ _x000D_ Whether you're a security architect, a SOC analyst, or just beginning your cybersecurity journey, this talk will redefine how you approach modern cyber defense. Discover how AI-powered threat protection builds trust in your systems and empowers your organization to stay ahead of sophisticated attacks—all through the power of intelligent security operations.

This session focuses on how you can leverage Copilot and AI skills in Microsoft Fabric. It will guide you through the various capabilities that Copilot offers for you to use Microsoft Fabric, empowering you to enhance productivity and streamline your workflows. We will dive deep into practical applications, demonstrate real-world examples, and provide insights on integrating Copilot seamlessly into your daily operations.

_x000D_ >This project introduces an AI-powered Emergency Diagnosis and Triage System, integrated with a smart Patient Referral Platform, built to strengthen frontline healthcare delivery across Kenya & More'so Africa. The system uses natural language processing (NLP) for real-time symptom analysis, machine learning–based risk scoring, and an intelligent referral engine that directs patients to the right facility based on urgency, specialization, and geographic proximity._x000D_ _x000D_ Designed to integrate with public healthcare bodies like the Social Health Authority (SHA), the system enhances response time, reduces referral delays, and supports clinical decision-making in high-volume, resource-limited environments. By combining AI and public health strategy, it offers a scalable, impactful solution to improve emergency care coordination across the health sector.