markovbling
Joined 12 years ago
Joined 12 years ago
Never mind the fact that k-means is ML 101 and the $500M company is likely using more sophisticated ones, the fact that he says the following tells me he's just reading tutorials and plugging data into libraries (which is fine but not with this tone of know-it-all writing):
"I played with the number of clusters, and the one that allowed me to get the most significant clusters was 6 (this was a trial and error approach, for brevity I’ll report just the final outcome)."
Anyone who has studied clustering knows you would at the very least do a scree plot here. You can defer to intuition but there's more to it than running kmeans and claiming you've reverse-engineered a $500M company.
Worst thing is they were sold on becoming Uber drivers with the promise that it would be less dangerous because it was cashless...
Granted if I tuned both perfectly, CNNs probably would have outperformed but with defaults and a small amount of parameter search, boosting worked best.
It's a wrapper around both D3.js and crossfilter.js and makes building linked interactive charts / dashboards really easy.