One day, your life might depend on being able to tell the difference between a Zeelander 44, a 55 and the 72. At first glace, these boat models are quite similar to each other. You could easily think that a Z44 is a Z55 closer to you. Three different models. Which is which? To figure this out, you can spend 5 hours manually reviewing and annotating a thousands photos, deleting bad training data, and staring at tiny thumbnails photos of these boats until your eyes start bleeding. Then, put this data into a ResNet34, and see that after all of that effort you are able to tell each model from the others 60% of the time. In other words, it guesses correctly less than every two out of three attempts. A ResNet34 can tell these models from each other 60% of the time. That's crap. A waste of time and money. Here is how you differentiate these models like a human. The Z44 has windows in sets of two, the Z55 has windows in sets of three, the Z72 has an uneven window layou
Whenever you work on a project it is important to be able to plan it ahead of time. This holds true for small and big project, from planning a trip to the spa to building a spaceship. The small project plans can be maintained in you thoughts while bigger ones require tools to help you see the big-picture of the project and manage task at a lower level. There are projects which start with a fully prepared plan and projects which pivot overnight, thus invalidating any original plan. For the latter flexibility is very important, and tools like Trello offer a great solution because they can be adjusted to fit your project. However, it may happen sometimes that the project starts adjusting to the tool or that you still want to maintain a bigger picture of the main points of the project. You may also need to produce a rough development schedule to serve as a long term road-map. I have prototyped a tool (and defined a workflow) which allows you to plan such projects. To better understa