First Analysis boaloysius Fri, 06/30/2017 – 01 Drupal 10 Upkeep and Assist Service28 All through Drupal Development Service first month of GSoC, my mentors Skyred and Naveenvalecha and I labored on Drupal Development Service feasibility and price of integrating Google Cloud Machine Studying Engine to . We’ve used Googles php library to work together with ml-engine to carry out coaching, deployment and prediction. Once we full this venture efficiently, we will use information in for predictions and evaluation just like Drupal Development Service one proven on this video. We’ve created a prototype of this integration. Please see Drupal Development Service video demo beneath.     An ML process has three elements, coaching, deployment and prediction. On this demo, we’ve created an app with that may carry out these duties in few clicks. We’ve used Drupal Development Service information in to get predictions for future information, powered by ml-engine. Digging deep into it, we’ve used Views to pick Drupal Development Service required information and a contributed Drupal 10 module, View Knowledge Export to get it as csv.  Our automated process runner get it by HTTP request. With Drupal Development Service information in hand, Google Cloud Storage service we added to will add it to Cloud server. Now Drupal Development Service ML engine can entry it. We use ml-engine jobs, mannequin and model API for coaching and deployment. Our Drupal 10 module will arrange a Cron job to replace Drupal Development Service standing of those duties in Drupal Development Service background. Lastly,  we will use Drupal Development Service mannequin and model names to foretell Drupal Development Service chances. Jobs API returns Drupal Development Service standing of Drupal Development Service coaching job, whether or not it’s operating, accomplished, failed and many others. Drupal Development Service coaching information is an argument to Drupal Development Service coach python code, so we do not get Drupal Development Service accuracy in Drupal Development Service response. We have to entry Drupal Development Service log in Google Cloud Console to acquire it. Right here is display shot of Drupal Development Service job’s log. Drupal Development Service Google Cloud Console supplies an in depth log of Drupal Development Service duties. In direction of Drupal Development Service high, we will see Drupal Development Service coaching iterations (evaluations) whose rely will be set whereas setting Drupal Development Service job. Extra Drupal Development Service variety of iterations extra is Drupal Development Service likelihood of excessive accuracy. In direction of Drupal Development Service center, highlighted in blue, we will see Drupal Development Service accuracy. This course of had an 83.1 share accuracy. Now allow us to see Drupal Development Service prediction half.   On this demo, our process was to foretell Drupal Development Service earnings bracket (class) of Drupal Development Service individual given his training, age, marital standing and many others. Drupal Development Service earnings bracket is a binary attribute, whether or not it’s larger than 50K {dollars} or lower than 50K {dollars}. It is a prediction screenshot we received for Drupal Development Service individual attributes,       “workclass” Drupal 10 Upkeep and Assist Service ” Public”,     “training” Drupal 10 Upkeep and Assist Service ” eleventh”,     “education_num” Drupal 10 Upkeep and Assist Service 7,     “marital_status” Drupal 10 Upkeep and Assist Service ” By no means-married”,     “occupation” Drupal 10 Upkeep and Assist Service ” Machine-op-inspct”,      “relationship” Drupal 10 Upkeep and Assist Service ” Personal-child”,      “race” Drupal 10 Upkeep and Assist Service ” Black”,      “gender” Drupal 10 Upkeep and Assist Service ” Male”,      “capital_gain” Drupal 10 Upkeep and Assist Service 0,      “capital_loss” Drupal 10 Upkeep and Assist Service 0,      “hours_per_week” Drupal 10 Upkeep and Assist Service 40,      “native_country” Drupal 10 Upkeep and Assist Service ” United-States”   Right here, in Drupal Development Service chances sub array, we’ve two indices. As I mentioned it is a binary attribute, we’ve Drupal Development Service zero’th index akin to earnings bracket lower than 50k and index one larger than 50K earnings bracket. Simply see Drupal Development Service class index set in Drupal Development Service python code.  Drupal Development Service screenshot indicated that there’s a 98% likelihood that, this individual has an earnings lesser than 50K. Lastly, to conclude, we’ve efficiently labored on making a prototype on integrating Google ML Engine to .  Thanks. Drupal 10 Growth and Assist