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Sandeep's Research Notes

Wednesday, May 13, 2015. Google Could Bigtable : NoSQLaaS. I'm very excited that Google announced. You get a managed instance of Bigtable with an open-source API (there's an HBase client) at a great price! Are fairly simple and easy to use, and we seem to have mapped nearly all of the features in the client to Bigtable. Combined with Google Cloud Dataflow. Which lets you write Flume. Tuesday, April 28, 2015. On the dangers of AUC. Example below uses the AUC library in R). Labels - factor( d 0) * 1).

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Wednesday, May 13, 2015. Google Could Bigtable : NoSQLaaS. I'm very excited that Google announced. You get a managed instance of Bigtable with an open-source API (there's an HBase client) at a great price! Are fairly simple and easy to use, and we seem to have mapped nearly all of the features in the client to Bigtable. Combined with Google Cloud Dataflow. Which lets you write Flume. Tuesday, April 28, 2015. On the dangers of AUC. Example below uses the AUC library in R). Labels - factor( d 0) * 1).
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Sandeep's Research Notes | sandeeptata.blogspot.com Reviews

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Wednesday, May 13, 2015. Google Could Bigtable : NoSQLaaS. I'm very excited that Google announced. You get a managed instance of Bigtable with an open-source API (there's an HBase client) at a great price! Are fairly simple and easy to use, and we seem to have mapped nearly all of the features in the client to Bigtable. Combined with Google Cloud Dataflow. Which lets you write Flume. Tuesday, April 28, 2015. On the dangers of AUC. Example below uses the AUC library in R). Labels - factor( d 0) * 1).

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1

Sandeep's Research Notes: March 2014

http://sandeeptata.blogspot.com/2014_03_01_archive.html

Wednesday, March 26, 2014. Recommendations: Why RMSE can be misleading. I've recently spent some time working on machine learning and recommendation engines. If you're building a recommendation engine, you're typically trying to optimize for some metric of "goodness" for the user. In a Netflix-like setting, it could be how much time does a user spend watching the content you recommended? There are several papers that talk about vastly superior metrics for ranking (that actually work in practice! One of t...

2

Sandeep's Research Notes: Google Could Bigtable : NoSQLaaS

http://sandeeptata.blogspot.com/2015/05/google-could-bigtable-nosqlaas.html

Wednesday, May 13, 2015. Google Could Bigtable : NoSQLaaS. I'm very excited that Google announced. You get a managed instance of Bigtable with an open-source API (there's an HBase client) at a great price! Are fairly simple and easy to use, and we seem to have mapped nearly all of the features in the client to Bigtable. Combined with Google Cloud Dataflow. Which lets you write Flume. Subscribe to: Post Comments (Atom). Sparkler: Large Scale Matrix Factorization Using SGD. Hadoop: A Disruptive Technology?

3

Sandeep's Research Notes: Recommendations: Why RMSE can be misleading

http://sandeeptata.blogspot.com/2014/03/recommendations-why-rmse-can-be.html

Wednesday, March 26, 2014. Recommendations: Why RMSE can be misleading. I've recently spent some time working on machine learning and recommendation engines. If you're building a recommendation engine, you're typically trying to optimize for some metric of "goodness" for the user. In a Netflix-like setting, it could be how much time does a user spend watching the content you recommended? There are several papers that talk about vastly superior metrics for ranking (that actually work in practice! Hadoop: ...

4

Sandeep's Research Notes: April 2015

http://sandeeptata.blogspot.com/2015_04_01_archive.html

Tuesday, April 28, 2015. On the dangers of AUC. In most applied ML projects I've been involved in people rarely ever use AUC (the Area Under the ROC Curve. It is easy to see that AUC can be misleading when used to compare two classifiers if their ROC curves cross. Classifier A may produce a higher AUC than B, while B performs better for a majority of the thresholds with which you may actually use the classifier. And in fact empirical studies. Example below uses the AUC library in R). While technically &#...

5

Sandeep's Research Notes: Secondary Indexing in HBase

http://sandeeptata.blogspot.com/2014/03/secondary-indexing-in-hbase.html

Wednesday, March 5, 2014. Secondary Indexing in HBase. One of the problems I explored during the last few months at Almaden was secondary indexing in a scale-out NoSQL datastore. A solution I designed and implemented in collaboration with folks at IBM Watson has made it into the IBM BigInsights product and into EDBT 2014. Here's the full paper. Secondary Indexes: Local and Global. Cassandra has has local secondary indexes. For a while. HBase has had prototypes for both local. Recommendations: Why RMSE ca...

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Machinomics: Clojure HashMap usage within a Java class

http://machinomics.blogspot.com/2014/03/clojure-hashmap-use-within-java-class.html

Wednesday, March 26, 2014. Clojure HashMap usage within a Java class. I attended the Hack (Make! Hackathon that took place on Level 39 (One Canada Square in London). My team decided to make a funds reallocating application that makes automatic payments once an account is topped up. Long story short, we got stuck at interoperability with the Java classes providing Paypal access. Realized that the structure we were passing was inmutable so we just created the proper Java HashMap instance. EWRL and NIPS 2016.

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: March 2014

http://machinomics.blogspot.com/2014_03_01_archive.html

Wednesday, March 26, 2014. Clojure HashMap usage within a Java class. I attended the Hack (Make! Hackathon that took place on Level 39 (One Canada Square in London). My team decided to make a funds reallocating application that makes automatic payments once an account is topped up. Long story short, we got stuck at interoperability with the Java classes providing Paypal access. Realized that the structure we were passing was inmutable so we just created the proper Java HashMap instance. We have that $k(x...

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: February 2014

http://machinomics.blogspot.com/2014_02_01_archive.html

Wednesday, February 26, 2014. On the computer languages market. There is an interesting series of articles on Dr. Dobb's essentially about what we can call the computer languages market, where they analyze trends and caracteristics, especially in the Editor in chief's article. I found the following paragraph of particular interest:. It is now clearly contradicted by the evidence. Posted by Analytic Bastard. Monday, February 10, 2014. Machine learning in a few words. Let me tell you something:. Maching Le...

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: July 2013

http://machinomics.blogspot.com/2013_07_01_archive.html

Tuesday, July 30, 2013. I am conducting a survey of kagglers' habits (this is, data scientist, machine learning practitioners.). Including is: academic background, hardware used to analyze data, language of choice, views of machine learning, geographical origin, place of study. If you are interested and you are a ML practitioner, please take the survey at. Http:/ es.surveymonkey.com/s/SYYTCF2. Posted by Analytic Bastard. Monday, July 29, 2013. Mathematical analysis of MapReduce. Left F (f y) right {y=k}$.

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: On the computer languages market

http://machinomics.blogspot.com/2014/02/on-computer-languages-market.html

Wednesday, February 26, 2014. On the computer languages market. There is an interesting series of articles on Dr. Dobb's essentially about what we can call the computer languages market, where they analyze trends and caracteristics, especially in the Editor in chief's article. I found the following paragraph of particular interest:. It is now clearly contradicted by the evidence. Posted by Analytic Bastard. Subscribe to: Post Comments (Atom). How Machine Learning can save you time. EWRL and NIPS 2016.

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: May 2013

http://machinomics.blogspot.com/2013_05_01_archive.html

Friday, May 31, 2013. Protein classification as a text mining problem. Man we are active on Kaggle. I am writing a paper to apply a non-linear kernel combination technique that I invented. The goal is to predict proteins functions from protein interactions. The input files are taken from CYGD-mips.gsf.de/proj/yeast. And go like this. So you get an idea of the rest. Each line cointains an interaction of two proteins. From sklearn.cross validation import train test split. Tfidf", TfidfTransformer() ,.

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Machinomics: November 2013

http://machinomics.blogspot.com/2013_11_01_archive.html

Wednesday, November 20, 2013. Google Highway 101 brainteaser. Some days ago I read about the famous Google application invitation in the form of an ad on Highway 101 passing through LA. The ad shows a conceiled URL that we need to guess by computing the first 10-digit prime that appears in the series of consecutive digits of the irrational e. It is an oldie but goodie. I thought I could solve this in Clojure. Here is my solution. First we need to compute the number e with as many digits as necessary.

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: The Gaussian kernel maps data onto the sphere

http://machinomics.blogspot.com/2014/02/the-gaussian-kernel-maps-data-onto.html

Sunday, March 2, 2014. The Gaussian kernel maps data onto the sphere. It is a fact as surprising as trivial that the Gaussian kernel maps your data onto the infinite-dimensional sphere. No computation regarding the RKHS basis are required, since, given the kernel. K(x,y)= exp(- gamma x-y 2)$. Defined on the domain $X$, inducing a map $ Phi: X rightarrow F$, where $F$ is the associated feature space. Where the authors make again the same mistake many people do: Naming the feature space as the RKHS (IT IS ...

machinomics.blogspot.com machinomics.blogspot.com

Machinomics: What lies underneath malloc

http://machinomics.blogspot.com/2014/02/what-lies-underneath-malloc.html

Saturday, February 1, 2014. What lies underneath malloc. Malloc is C's dynamic memory allocation function: memory is assigned to the process heap and then the malloc dynamic assignation does its magic, to make boundaries between dynamically assigned variables. Here's how it works (bear in mind that a malloc implementation is largely compiler-dependent):. At the beginning of the process' heap free space, a special region is allocated to point to the next. Posted by Analytic Bastard. EWRL and NIPS 2016.

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Machinomics: January 2015

http://machinomics.blogspot.com/2015_01_01_archive.html

Sunday, January 4, 2015. This blog has moved! I finally moved to Github pages. Check out my new content so far:. Equality of Means Statistical Test Made Easy. IPython Notebook for Data Analysis. The Future of Data Analysis Tools: Python, Web Technologies. Current Computer Language Market. Naive Bayes Implemented With Map/Reduce Operations. A Gentle Introduction to RKHS and Kernel Methods. Posted by Analytic Bastard. Subscribe to: Posts (Atom). How Machine Learning can save you time. EWRL and NIPS 2016.

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Friday, March 07, 2003. FA Cup this weekend Mario Melchiot wants to "kill" Arsenal by their throats. Here here. If u ever have a gaming problem check out:. Posted by Sandeep at 11:23 AM. Thursday, March 06, 2003. I'm starting to dig this. The Fresh Prince of Bel Air. Buffy the vampire slayer. I think ill carry on with this weblog thing after we hand it in. Its quick and easier than building a website. And u can decide on own web address. No more long addresses. Posted by Sandeep at 11:09 PM. My cold has ...

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Sandeep's Research Notes

Wednesday, May 13, 2015. Google Could Bigtable : NoSQLaaS. I'm very excited that Google announced. You get a managed instance of Bigtable with an open-source API (there's an HBase client) at a great price! Are fairly simple and easy to use, and we seem to have mapped nearly all of the features in the client to Bigtable. Combined with Google Cloud Dataflow. Which lets you write Flume. Tuesday, April 28, 2015. On the dangers of AUC. Example below uses the AUC library in R). Labels - factor( d 0) * 1).

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Politically Engineered

In the times of change it is the Learner who inherits the future the Learned finds himself equipped to live in a world which no longer exists! Monday, December 15, 2008. Ne step closer.so many. Meanings can be derived out of it .7. In any case you don’t see Tendulkar talking about anything but Mumbai even after he scored a magnificent century today. Went to war in Kargil but what happened, even years later we stand at the same ground facing the same problems…. Attitude is killing us.we are waiting fo...

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Safar.....

Monday, 2 December 2013. Mujhe khushi ka hamesha dhokha sa raha hai.mere andhar kuch na kuch jalta sa raha hai". Wednesday, 6 February 2013. Not everything is right about it but most of things are TRUE. Be careful of your friends and family. Sometimes we become so comfortable with the familiar people around us, we may not notice which of them may be toxic in our. I do understand though. What they're really saying is "You're not agreeing and feeling sorry for me, so I'm going to dismiss your take on my si...

sandeeptech.blogspot.com sandeeptech.blogspot.com

Computer Tech

Enter your search terms. Tuesday, July 28, 2009. President of India's helpline portal/website for citizens. Http:/ helpline.rb.nic.in/. Wednesday, February 4, 2009. FAX SERVICES:Send Fax From the Web. If you need to send a fax to someone, you don't need a fax machine or even fax software. Various free services let you send a free fax anywhere in the world. Some even capture faxes that others send to you and forward them to your email account as graphic files for later viewing. Try these:. Seeker is a sou...

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telugu movies and songs

Telugu movies and songs. This blog is for free songs and movies. Sunday, January 12, 2014. What type of things u needed post a comment. What type of things u needed post a comment. Saturday, January 11, 2014. I going post new things lately. Ya im a going post new stuff. Wednesday, September 29, 2010. 2 2 Bhoom Shakana. 3 Pileche - Hema Chandra and Swetha. 4Makathika - Karthik and Saindavi. 5Sunday Monday - Hema Chandra and Malavika. Subscribe to: Posts (Atom). Simple template. Powered by Blogger.