For example, I want to predict a probability of whether raining tomorrow, and I can't get the prob. of cloudy or sunny...etc day.
I only get events(attributes of weather) like temperature, humidity, sunny interval, rainy interval...etc.
Train data:
temp. -> 80F
humidity -> 30%
sunny interval -> 5hr
rainy interval -> 0hr
Label: prob. of rainy tomorrow is 20%
Test data example:
temp. -> 90F
humidity -> 10%
sunny interval -> 10hr
rainy interval -> 0hr
I only can get the prob. of rainy day, so I can't use classification algo.
Like above, I want to predict the prob. of rainy tomorrow. I'm not a professional in ML knowledge. I survey many sources and thought the most possible algorithm of ML maybe is regression!?(Cuz it can give me a value like linear regression).
But I don't know is there any other algorithms can help me to predict a probability(also can say I want to predict a value)?