Now that we have a proper dataset, we can create a new Edge Impulse Project. Once logged in to your Edge Impulse account, you will be greeted by the Project Creation screen. Click on Create new project, give it a meaningful name and select Developer as your desired project type. Afterward, select Images as the type of data you wish to use. Next, choose Image Classification and go to the Data acquisition menu. Click on Upload existing data and, from the images you’ve just generated, upload the ones showing the needle in the normal position, making sure to label them accordingly. Next, repeat this for the other two categories.