Ludum Dare is an online game development competition, where submissions receive a rating from 1-5 stars. This project aims to predict the rating of a project using a set of 32 diverse parameters. To achieve this, a model was developed centred around LightGBM as a multiclass classifier. In addition, images were assessed for their number of colours, and the project name and description were given a classification separately using PyTorch text classification. With tuning, this approach achieved a 94.15% accuracy, placing 1st on the class leaderboard (at the time of writing). It also demonstrated the value of practical machine learning.
Continue reading...jasonamri
The Walk-Up Experience Post COVID-19
Walk-up is a key channel in IT Service Management, where end-users can approach a service desk and get live support as needed. The walk-up channel has experienced a renaissance as IT teams have sought to balance goals of operational efficiency with an emphasis on outstanding user experience.
Continue reading...Co-op #3, Month #4: Goodbyes
The weather’s getting warmer, and with that comes the end of another Winter co-op term. As quickly as it started, it comes to an end, and my third co-op term is complete. How did goal setting impact my decisions? What did I learn by working on a new initiative? And how was I able to ensure a smooth transition?
Continue reading...Co-op #3, Month #3: Trying Something New
Coming into the second half of my co-op term, I had my eyes out for something new and something more. And it panned out! What new audiences did I get to present to? How did I find true fun in my work? And what did I do to grow my analytical skills?
Continue reading...Co-op #3, Month #2: Back To The Office
Just like that, another month has gone by, and I’m now more than halfway through my third co-op term. Let’s see what I’ve been doing and learning! What’s it’s like being in the office for the first time? What new projects have I been involved with? And how have I been able to take ownership of my work?
Continue reading...Saying Goodbye to Diy5
In 2019, I launched Diy5 with the goal of reducing the barrier of entry to hobby electronics (and STEM in general) by providing low-cost parts and tools to western markets. As a maker, engineer, and lover...
Continue reading...Co-op #3, Month #1: Big Project, Bigger Impact
Round 3! I’m now just a few weeks into my third co-op term and excited to share what I’m been doing and learning. What new challenges have I faced? How am I learning, connecting, and growing? What have been my key takeaways?
Continue reading...Co-op #2, Month #4: Final Mile
Wow, time flies! In the blink of an eye, I’ve got the final month of my second co-op term under my belt. Where was I able to make an impact in this last month? What new opportunities were brought to light? How did it feel to bring the term to an end? And what’s next in my journey?
Continue reading...Co-op #2, Month #3: Application and Execution
With my third month of co-op wrapped up, I can once again share my reflections from this past month. What was I able to achieve in March? How have I learned from new opportunities and challenges? And comes next in my final month?
Continue reading...Redesigning Food Systems
Meet the EAT Farm Fresh program: Incentivizing local food systems by empowering Mozambican women to grow nutritional produce for their families and communities
Continue reading...