How to build a model to distinguish tweets about Apple and apples
stackoverflow.com
stackoverflow.com
Does the tone of the asker bother anyone else? The "I don't want you to teach me, I want you to do it for me" attitude feels to me the antithesis of the spirit of this corner of the tech community.
His first and only SO question, he's putting up a bounty, and it just feels like a finance/hedge fund guy saying "Damn, this is tough. Let's see if I can bribe the nerds to do it for me instead."
I know there are places for that - elance, oDesk, etc. Just feels like SO is the wrong forum for that kind of attitude, as interesting as the question might be.
The OP did not post the bounty, it was an interested reader. The OP (and also the bounty poster) have been engaged in the discussion threads with examples of effort and pursuit of the ideas offered.
SO does get used/abused as you describe sometimes. I'm mostly OK with that. If the poster can find someone interested enough in their problem (or in demonstrating knowledge thereof) then who can complain, really? Everyone is on SO for a reason, after all.
In this case, even if the OP was the typical Homework Solution Seeker, the responses would be valuable to others, sometime and somewhere -- though they would be hard to make discoverable without a few important search keywords.
This is his original: "I'm not looking for a general overview of machine learning, rather I'm looking for actual model in code (python preferred)."
To me this sounds like:
"i am not looking for theoretical background, but practical implementations in code (or pseudocode)" - as in "something more actionable and more straight forward to the solution" - for many people (eg like me) this is easier to learn from than whitepapers.
Sometimes it's nice to find gigantic answers explaining the theory behind the question itself and giving the answer & examples in the end. It's nice, I search for random coding stuff in my free time and finding such answers entertains me greatly.
Most times, though, it's annoying when you ask a question and the answer/comment simply says "Why are you trying to do X? Please let me understand the problem; maybe you want something else!". I'm one of these people who ask edge case questions concerning obscure pratices/libs/language features, and let me tell you, I hate when someone tries to patronize me about his favorite design pattern on SO.
I don't think he's trying to bribe anyone. Sometimes you're just desperate with no knowledge on X, and a search for X yields just scientific articles on the subject. Sometimes you just want to get stuff done.
> "I'm not looking for a general overview of machine learning, rather I'm looking for actual model in code"
He wants some code in Python that will help him discern Apple (Inc) from Apple (Fruit). That is as opposed to getting a high-level tutorial on NLP entity and category extraction, semantic reasoning, classification and a link to http://nltk.org/ saying "You can do it with this."
http://math.stackexchange.com/questions/256816/if-n-the-orde...
Company ( 0.0567236272499 )
iPhone = Eye Phone = Illuminati Phone. Siri spelled backwards is Iris, thats a part of the Eye. Apple is Illuminati. They're watching you.
Company ( 0.208253968254 )
Apple caught testing offline Dictation for iOS 7 http://idb.tc/1d2GKph
Company ( 0.0578323858427 )
RT @jonnyevans_cw: Why #Apple really, really doesn't need a shopkeeper to lead its retail chain http://shar.es/AhsUK via @computerworld
Company ( 0.0242924384131 )
The Best Music Streaming Apps For Your iPhone #Apple #iPhone http://bit.ly/14xwinU
Company ( 0.0249022556391 )
Apple May Be Working on Self-Adjusting Noise-Cancelling Headphones http://on.mash.to/12hFDMu via @mashable
Company ( 0.488585099111 )
Samsung Continues Ad Campaign against Apple's iPhone in Iceland
Company ( 0.179605263158 )
the creator of the iPhone
Company ( 0.0764348527178 )
I Used To Hate Apple, And Now I'm A Giant Sell-Out http://bit.ly/IGL0h5 #archivesWeek in Review | YSL Chief Executive to Apple, Bec Astley Clarke, Fashion Sweatshirts, Esteban Cortazar http://bit.ly/128MPf5 via @BoFI've been single since Apple was just a fruit.
Fruit ( 0.727605245395 )
I be up so high trying to get a piece of that apple pie
Fruit ( 0.438529121875 )
I want to eat healthy I really do. But I just found a whole apple pie in my fridge.
Fruit ( 0.662778904665 )
Apple banana and a cup of milo
Fruit ( 0.0214817448669 )
Apple I look like a human heart. Mango I look like a stomach. Grapes I look like eyes. Banana I don't like this game.
Fruit ( 0.0815735543081 )
An apple potato and onion all taste the same if you eat them with your nose plugged.
Fruit ( 0.229706852 )
PSYCHOLOGY Test Choose 1 among the fruits below: APPLE MANGO GRAPES PEAR BANANA
Fruit ( 0.00714560473592 )
Today's shake is spinach, avocado, apple orange banana blueberry with Chia seed and protein feelin the energy
Fruit ( 0.238171611868 )
Banana Bread topped with Apple Maple Syrup and Yoghurt
Fruit ( 0.184395490353 )
Mid-PM Snack Apple blueberries frozen mixed berries plain @Alpro_UK soya yoghurt, coconut flakes & agave nectar pic.twitter.com/4188sHosA5
Fruit ( 0.0788802216228 )
Green spinach kale apple banana garlic ginger Orange lemon ginger cayenne #juicing http://instagram.com/p/bbT6L3yZyU/
[1] Using libraries for this like http://nltk.org/_modules/nltk/classify/naivebayes.html or http://scikit-learn.org/stable/modules/svm.html would probably be more accurate and faster to implement. Also I didn't cross-validate on the training set, but used new samples.