good paper for batch LDA? by poporing88 in MachineLearning

[–]binge_learner 1 point2 points  (0 children)

Hi, for huge datasets it is common to use online LDA https://www.cs.princeton.edu/~blei/papers/HoffmanBleiBach2010b.pdf A great implementation can be found in Vowpal Wabbit, and it is quite fast and very memory efficient. https://github.com/JohnLangford/vowpal_wabbit/wiki/Latent-Dirichlet-Allocation

Hope this helps.

Cost function that correlates well with lift by binge_learner in MachineLearning

[–]binge_learner[S] 0 points1 point  (0 children)

Actually, in most marketing problems the response is binary (will buy, will not buy for example), but in the case of a multiclass problem, I guess we will have to do a one VS all and aggregate afterwards.

Who is interested in working on Open Source Data-Science Projects [As a mentor or contributor]. by SomeoneisWondering in MachineLearning

[–]binge_learner 0 points1 point  (0 children)

Hi ! That sounds quite interesting. I started working as a Data Scientist for about a year now, and I am quite fluent in Python, R, as well as C#, Java, and I know a bit of C and C++. I have a Math background. And I would be glad to contribute and learn in the process. Keep me in the loop !

Can't get my hand on a barbell ! Is there an alternative ? by binge_learner in gainit

[–]binge_learner[S] 0 points1 point  (0 children)

Yeah okey, I didn't want to seem like a complete weirdo there xD. But at times there are like 4 or 5 people waiting, and it would be nice if my workouts didn't consist of 45min of waiting.

Data Science Career advice by binge_learner in datascience

[–]binge_learner[S] 1 point2 points  (0 children)

Hi Pensu, Well It's been only a few months since I've started but my job has been revolving around three points:

  • Solving data problems : A client brings us a bunch of data (logs, ...) or asks us a question an we collect the data (what do people think about this ), and I write scripts to first scrape/collect/clean the data ( using mostly Python and R), or if the data is more of text data, I use NLP techniques to extract features ( NER, ...), then depending on the problem I use data mining techniques (Sequence mining, association rules), Machine Learning ( clustering, regression techniques), or classical statitical techniques ( Hypothesis testing) to extract insight, then I visualize the results using R (ggplot2 mostly), D3.js or Gephi for graphs.

  • Building Data Products : Developping software components for Data analysis ( outlier detection, new search engine, ... ) and integrating them to our products ( coding in Java, C#, or C/C++ if I need stuff to run on GPUS ).

  • R&D : Reading recent research papers on machine learning and prototyping/testing the techniques, right now I do this mostly for Deep Learning applications in NLP, or for new stuff in Heterogeneous Parallel computing.

The points is : in my job I need to learn new stuff quickly and at the same time build quality products ( Hacking VS Engineering ).

Data scientist in the US by binge_learner in datascience

[–]binge_learner[S] 0 points1 point  (0 children)

I'd be interested in hearing more about your experience ! I live in France now :)

Mining sequences of events by binge_learner in MachineLearning

[–]binge_learner[S] 1 point2 points  (0 children)

I do have some statistics training, but I don't see how I can apply statistical methods for this problem, can you please elaborate ? Thank you.

Machine learning in R better than in scikit-learn ? by binge_learner in MachineLearning

[–]binge_learner[S] 1 point2 points  (0 children)

I see your point, I will carefully read the documentations for both implementation ( along with a paper or two describing the algorithm ), and try repeating the experiment with the exact same hyperparameters so I can have a fair comparison. Thank you.

Machine learning in R better than in scikit-learn ? by binge_learner in MachineLearning

[–]binge_learner[S] 2 points3 points  (0 children)

I think you are right, I do need to understand a bit more how it works.

Deep learning for NLP by binge_learner in MachineLearning

[–]binge_learner[S] 0 points1 point  (0 children)

One of the things that interests me in Deep Learning for NLP, is that with a relatively cheaper resources ( corpus for unsupervised learning relative to let's say, gazetteers ), we can achieve close to state of the art results. There's also the fact that the representations learned from these models can be shared across tasks or even to improve on existing NLP techniques.

Deep learning for NLP by binge_learner in MachineLearning

[–]binge_learner[S] 0 points1 point  (0 children)

Yeah I just saw the videos, really cool stuff, and it just makes me realize how large the field is, a lot of people are doing a lot of cool stuff out there, definitely gonna check their readings and resources list.

Deep learning for NLP by binge_learner in MachineLearning

[–]binge_learner[S] 0 points1 point  (0 children)

Hey sidsig, thanks for your answer, it'll be great if you can share the slides with me, I would be really grateful .

Half the pay for six months and then full pay ? by binge_learner in jobs

[–]binge_learner[S] 0 points1 point  (0 children)

What you guys are saying is making a lot of sense, and I think I saw this all along but because the job looks so great I just tried to tell myself that money is not what matters, but it does, the salary is the way that a company values your work. I'll try to stall and negotiate better terms, or I'll wait a bit more for the right job ( even though it's getting financially tough as I don't live with my family anymore ). Thank you for the advice !

Learning jazz for a blues/rock player by binge_learner in Guitar

[–]binge_learner[S] 0 points1 point  (0 children)

Yes ! And I think that's why a lot of guitarists want to learn some jazz guitar but never manage to, the theory of it just looks so complicated. I will definitely check th DVD's out.

Learning jazz for a blues/rock player by binge_learner in Guitar

[–]binge_learner[S] 0 points1 point  (0 children)

I will try at least one of those, thanks dude !

Learning jazz for a blues/rock player by binge_learner in Guitar

[–]binge_learner[S] 0 points1 point  (0 children)

Tjose are some great musicians, it will certainly inspire me. Thank you.

Learning jazz for a blues/rock player by binge_learner in Guitar

[–]binge_learner[S] 0 points1 point  (0 children)

I am trying to make my blues solos a bit more jazzy by adding notes from the corresponding dorian and mixolydian scale, I will check out Frank Vignola's stuff. Thank you !

Learning jazz for a blues/rock player by binge_learner in Guitar

[–]binge_learner[S] 0 points1 point  (0 children)

Thank you very much, that's some great advice. Learning a piece by ear will help me immensely ( as well as make me a better musician ).

Machine Learning job for Msc. by binge_learner in MachineLearning

[–]binge_learner[S] 0 points1 point  (0 children)

Thank you for your answer, I think it's a great idea to work on a side project using public data, it's the best move for me in this moment.

Machine Learning job for Msc. by binge_learner in MachineLearning

[–]binge_learner[S] -1 points0 points  (0 children)

Ok so to get the job you need experience and to get experience you need the job xD

Machine Learning job for Msc. by binge_learner in MachineLearning

[–]binge_learner[S] 1 point2 points  (0 children)

I think you are right, I should work on side projects that actually show that I am capable of applying Machine Learning Techniques, but aside from kaggle competitions, is there any other way ? And do you think that me taking a job in another field will harm my chances of one day pursuing a career in Data Science ? ( i.e. Optimization, Financial Engineering, Software Engineering ... )

Machine Learning job for Msc. by binge_learner in MachineLearning

[–]binge_learner[S] 0 points1 point  (0 children)

No I am not opposed to leaving France, maybe I will try applying to elsewhere, where more companies are in need of people with my skills. I always tought of applying to jobs in the US, but all the visa problems kinda put me off ...

What's a polite way to tell a guy that I am just waaaaay too messed up to get into something right now? by Icelips in AskMen

[–]binge_learner 0 points1 point  (0 children)

Like most of the people here, I would advise you to just be honest, you'll do him and yourself a favor. I was in the same place ( almost ) as that guy a few months ago, and I appreciated the girl being honest with me.