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## Lecturer
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Hello! My name is Michelle, and you can reach me at michelle.arkhangorodsky[at]mail.utoronto.ca.
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Hello! My name is Victoria, and you can reach me at victoria.bukta[at]mail.utoronto.ca.
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Note: I am still in the process to getting my email setup. In the mean time you can reach out to at vickybukta37[at]gmail.com.
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By day, I'm a Staff Software Engineer at dbt Labs, where I am the technical lead of the dbt Core open source project — a data transformation framework at the heart of the data analytics platform thousands of companies, including several from the Fortune 500, that is leveraged by a community of roughly 100,000 (and counting!) data practitioners.
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I currently work at Databricks, which is a data and AI company, as a Member of Product Staff. I don't have a realy title at the moment, but basically it means that I work as a Product Manager.
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Prior to dbt Labs, I was a Staff Software Engineer at Shopify, building and advancing Shopify’s data platform capabilities - from telemetry and ingestion, all the way through to data transformation and visualization. During that time, I was also a Founding Engineer at Homecoming Health, a wellness platform designed for therapists to deepen their work with clients and simplify the administration of their practices.
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You may be wondering, why is a product manager teaching this course? Well I actually come from a technical background and now working in Product I am uniquely positioned with the skills to bring technical products to market.
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I get to call myself a proud alumnus of the University of Toronto, having completed both my BSc (Computer Science) and MScAC (Masters in Applied Computing) there. You can view my Github at [https://github.com/MichelleArk](https://github.com/MichelleArk) and my [LinkedIn Profile here](https://ca.linkedin.com/in/michelle-ark).
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A bit about me.
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Before Databricks I worked at Shopify where I was a Staff Engineer and then an Engineering Manager. I have run and build technical projects in the data engineering space. I left Shopify to join a startup called Tabular with the founders of the Apache Iceberg project, which originated at Netflix. I worked there as a Product Manager. We were then aquired in 2024, so here I am.
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I am a alumnus of the University of Toronto where I studied Computer Science with interested in AI and Operating Systems. I believe my operating systems background uniquely positioned me in the big data space. Everything is a systems problem and can broken down into core algorithms and methodology that we learn in our theory courses. Grab time with me and I'm happy to chat more!
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I have also been in a students in this very CSC491 class, and I was a TA years back. I'm happy to be back, and this time bringing some of my product background into the course.
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You can view my linked in and Github bellow.
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-https://www.linkedin.com/in/victoria-bukta/
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-https://github.com/Buktoria
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_All opinions are my own and do not reflect the opinion of current or former employers_.
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### Office Hours
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Office hours are by appointment. Please email me at michelle.arkhangorodsky[at]mail.utoronto.ca, though messaging me on DCSIL's Slack group is more likely to get a response.
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Office hours are by appointment. Please email me at victoria.bukta[at]mail.utoronto.ca.
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## Time and Location
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Class is on Wednesday from 6-9PM EST. If you are not in a time zone that aligns with EST, please let me know early!
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Class is on Thursdays from 6-9PM EST.
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- If we are in person, we will meet in the [DCSIL Lab in Gerstein Library](./other_pages/map.md)
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- If we are online, we will meet on Zoom
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That said, remember that your changes or concerns aren't guaranteed to be addressed how you want. I (the instructor) have the final say.
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If you prefer to speak privately, please email me or message me on Slack.
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If you prefer to speak privately, please email me.
|[Participation, Teamwork, and Communication](../assignments/participation_teamwork.md)| Participation, Teamwork, and Communication | 20% | N/A | Multiple Due Dates |
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|[Bonus Assignment](../assignments/bonus.md) (Bonus) | Bonus Assignment | 2% | Blog Platform + Link on Quercus | March 28, 2025 |
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||**Total**| 100% (+2%) |||
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| Assignment | Description | Weight | Method | Submission Location | Due Date |
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| :---- | :---- | :---- | :---- | :---- | :---- |
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|[A1](../assignments/a1.md)| Team Introduction, Team Setup | 2% | Written | Repo | Sept 8th |
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|[A2](../assignments/a2.md)| Team Exploration \- Bias and Diversity Reflection | 2% | Written | Repo | Sept 17th |
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|[A3](../assignments/a3.md)| CUJ \+ Demo Present a critical user journey | 6% | Presentation \+ Written | Inclass and repo | Repo Submission \- Sept 24 Demo \- Sept 25 |
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|[A4](../assignments/a4.md)| Initial Project Roadmap Product Definition Milestone breakdown Code release pipeline | 9% | Written | Repo | Repo Submission \- Oct 1 Demo \- Oct 2 |
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|[A5](../assignments/a5_6_8_9.md)| Class Demo 1 \- 5 min demo Roadmap Update | 8% | Written \+ presentation | Inclass and repo | Repo Submission \- Oct 8 Demo \- Oct 9 |
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|[A6](../assignments/a5_6_8_9.md)| Class Demo 2 \- 5 min demo Roadmap Update | 8% | Written \+ presentation | Inclass and repo | Repo Submission \- Oct 15 Demo \- Oct 16 |
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| A7 | Competitive CUJ (critical user journey) | 6% | Written \+ presentation | Inclass and repo | Repo Submission \- Nov 5 Demo \- Nov 6 |
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|[A8](../assignments/a5_6_8_9.md)| Class Demo 3 \- 5 min demo Roadmap Update | 8% | Written \+ presentation | Inclass and repo | Repo Submission \- Nov 12 Demo \- Nov 13 |
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|[A9](../assignments/a5_6_8_9.md)| Class Demo 4 \- 5 min demo Roadmap Update | 8% | Written \+ presentation | Inclass and repo | Repo Submission \- Nov 19 Demo \- Nov 20 |
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| FINAL | Final Software Software 50% Presentation 20% Live Demo Architecture Outline learns and pivots Poster Project 20% Interactive demo Reflection 10% Individual | 40% | Written \+ presentation | Repo, Live Presentation, Live poster project | Repo Submission \- Nov 25 Demo \- Nov 26 |
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|| Participation, Teamwork, and Communication Best 4/6 Attendance and asking questions. | 3% || In class participation (individual) | CUJ 1, Competitive CUJ 1, 4 Product Demos |
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