Want to understand why machine learning models fail — and how to fix them? This hands-on session dives into practical ML debugging using visualization-driven techniques. Learn how to diagnose hidden model failure patterns, interpret learning curves and confusion matrices, analyze ROC performance, and investigate error patterns before changing model architecture. You’ll build a stronger, more systematic approach to developing reliable ML systems. Led by Sheida Majouni, PhD Candidate in Computer Science at Dalhousie University and AI/ML Lead at DeepSense.  March 26, 2026 6:00–8:00 PM Room 143 FREE  Register here! https://bit.ly/shiftkey-events

Join Fortinet for their upcoming Cybersecurity Talk on April 8th in Halifax to learn how converged SASE and AI-driven operations reduce complexity, strengthen resilience, and deliver secure, intelligent protection everywhere your business operates. As organizations modernize infrastructure, embrace hybrid work, and adopt AI, traditional security models can no longer keep pace with growing complexity and faster-moving threats. In this session, the speakers will explore how Unified SASE converges networking and security into a single, cloud-delivered framework — including Sovereign SASE for data residency and compliance. We’ll also examine how AI is transforming cybersecurity through AI for Security, improving detection and response with automation, and Security for AI, ensuring governance and protection for AI systems and tools. Don't miss out on this opportunity to elevate your cybersecurity acumen, take part in meaningful networking, and a chance to win exciting prizes. View the details and register to secure your spot! KEY TAKEAWAYS ✓ Learn how to define modern AI‑driven security operations, and how agentic automation accelerates detection, investigation, and response. ✓ Understand what truly defines Unified SASE — and how it simplifies networking and security. ✓ Discover how Sovereign SASE supports data residency and compliance requirements. ✓ Scalable Automation: Practical strategies for implementing AI-driven workflows that grow […]

Join IGNITE for an exclusive, high-impact workshop led by globally recognized mentor and business strategist Permjot Valia. This immersive, one-day intensive is designed for entrepreneurs, founders, and business leaders who want clarity, validation, and confidence in their next strategic move. If you’re evaluating a new idea, scaling an existing venture, or questioning whether now is the right time to act — this workshop will give you the frameworks and insight to make informed decisions. What You’ll Learn: ✅Timing Intelligence – How to determine when the timing is right to launch, pivot, or scale. ✅Customer-First Validation – How to assess your opportunity through your customer’s lens. ✅Opportunity Evaluation – How to objectively evaluate risk, viability, and long-term potential. You’ll leave with practical tools, sharper strategic thinking, and actionable next steps. What’s Included: Full-day intensive workshop Interactive exercises and applied frameworks Lunch included Registration Details: Tickets: $100 per person Register through Eventbrite An invoice will be sent to your registered email via the Square platform to complete payment. Spots are limited to ensure an engaging and interactive experience. Get yours now!