Sr. Data Scientist at Autodesk (Toronto) with 5+ years building end-to-end ML systems that actually ship from messy raw data to production pipelines. I work across the modern DS and AI stack; recommendation systems, NLP, predictive modeling, LLMs, and increasingly agentic AI systems that do more than just respond. I'm someone who's just as comfortable designing the data infrastructure underneath as building the intelligence on top. Outside of work, I write about AI and data science to help people cut through the hype. I can help you with: - Breaking into data science or leveling up your career - Building with LLMs and agentic AI; architecture, tooling, real-world tradeoffs - Navigating ML system design and architecture decisions - Building or debugging data pipelines (Snowflake, Spark, Airflow, dbt) - Transitioning from academia or adjacent fields into industry DS roles - Reviewing your portfolio, resume, or a project you're stuck on - Job searching in tech; strategy, interview prep, offer evaluation - Relocating internationally, including moving to US/Canada (done it myself) - Any tech question you're not sure who else to ask I've worked with most of the tools you're probably dealing with Python, SQL, cloud platforms, LLM frameworks, orchestration, the works. If you're building something, job hunting, or figuring out your next move let's talk.