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It's The Weather uses a Random Forest machine learning algorithm by default. It is more effective than a Tensorflow Neural Network for the first 180 days. It is more effective than a Tensorflow Neural Network for the first 180 days.

Do you suffer from joint pain, arthritis, back pain, headaches, asthma, allergies, or other recurring health issues? Ever wonder if. It's the weather? It's The Weather helps you by issuing personalized predictions based on your input correlated with weather data, pollution reports and allergen concentrations.

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Forest for mac Using state of the art machine learning, artificial intelligence, and advanced statistical technologies, It's The Weather harnesses thousands of data points from sources that include the National Oceanic and Atmospheric Administration, The National Weather Service, and the Environmental Protection Agency. It associates this atmospheric data with your personal input based on events you can customize, and also allows the option to include biometric data points from your Fitbit, or heart rate data from your Apple Watch and other devices that provide heart rate data to Apple's Health app. It's The Weather generates graphs so you can easily visualize the growing accuracy of predictions. Your input is never shared and your privacy is always protected. If you've ever wondered if 'it's the weather,' the app is now available as a free. Predictions • Once sufficient data has been collected, It's The Weather can issue 4-8 hour predictions.

Predictions appear at the top of the Home view. • The predictive ability of It's The Weather improves with time. Settings • Specify the type of Health Event you would like It's The Weather to predict. • Apple Watch, Microsoft Band and Fitbit users should select the appropriate item in the biometric options box. It's The Weather will then include biometric heart-rate data when making predictions.

You will be prompted to login to Microsoft Health or Fitbit. If used, the more you wear your device, the better the results. The Apple Watch is recommended for best results. • The default baseline is the value assumed at all times when health events are not reported. For most health events, this should be 0. A setting of 5 may be more appropriate when studying psychological conditions.

• It's The Weather can issue 5 hour forecasts (default) or predict intensity at the current time. Selecting current time can help you evaluate how well It's The Weather is able to correlate your health events with environmental conditions and biometric data. • It's The Weather uses a Random Forest machine learning algorithm by default.

It is more effective than a Tensorflow Neural Network for the first 180 days. Beyond that, some users may find a Tensorflow Neural Network may be more effective.

Home • To submit data: specify a Health Event intensity, start time, and end time, then press Submit. I suffer from frequent headaches. For years, I’ve suspected they were caused by the weather or allergies.


In early 2016, I decided to find out if I could train a neural network on environmental and biometric data to predict my headaches. I experimented with all sorts of input variables, neural network configurations, and alternative machine learning algorithms. It’s The Weather is the result of my efforts.

I’ve been training my version of It’s The Weather since late March 2016 and it really works. I’ve only tested It’s The Weather on headaches but you can use it for any chronic ailment: headaches, arthritis, insomnia, asthma, joint pain, depression, etc. Please try It’s The Weather and how it works for you.

Note: It's The Weather creates personalized predictions based on YOUR inputs and YOUR environmental conditions. Each user has his/her own, private machine learning algorithm trained only on their data. That’s why it takes about five events before It’s The Weather issues meaningful predictions. My original research was done on a personal computer. Here’s a screenshot of the application before I re-wrote it for iOS and Android: The graph below illustrates the results of training and testing on about 100 days of data using a machine learning algorithm. It's The Weather can help analyze the effects of environmental and biometric conditions on your clinical studies. Statistical analysis of over one million hours of user data demonstrates It's The Weather effectively forecasts pain caused by arthritis, headaches and migraines.

This entry was posted on 17.11.2017.