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. 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 download.
|It's The Weather is free and ad-free. We welcome questions and feedback: email@example.com|
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 let me know 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: