Train data contains question id, question text and classification-whether the question is insincere or not.. Quora; 3,304 teams; 3 years ago; Method #1: From the Kaggle Kernels (front page) using New Kernel Button. This is a Kaggle competition hold by Quora, it has already finished six months ago. Bitcoin prices with … At last, using the optimal threshold on test predictions, submission file is generated. Millions of developers and companies build, ship, and maintain their software on GitHub — the largest and most advanced development platform in the world. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. If nothing happens, download the GitHub extension for Visual Studio and try again. Conclusion. Kaggle is an excellent way to practice, but it should only be one of many avenues you use to work on data science projects. Learn more. The goal of this competition is encouraging competitors to develop a machine learning and natural language processing system to classify whether question pairs are duplicates or not. Minixhofer alerted Koh, who then contacted Kaggle to report the fraud. Dismiss Join GitHub today. Test Data contains question id, question text. This is done as we don't want the model to decide based on a person/org name. - Quora Find model in SAS to with Kaggle Notebooks | bitcoin exchanges. Millions of developers and companies build, ship, and maintain their software on GitHub — the largest and most advanced development platform in the world. kaggle quora. Our solution consisted of four main parts: Pre-processing, Feature Engineering, Modeling and Post-processing. they're used to log you in. Introduction. ===> This step is not used currently as it takes a long time. Not every feature, that can be created with features notebooks was contained in final model - idea of this repository is to give more of an overview of methods used and those that could be used for similar problems. c) Remove the stop words as we don't want these to be part of our model. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. Quora; 3,304 teams; 3 years ago; medal Cryptocurrency Historical Prices. Meanwhile, we calculate manual features or traditional features Kaggle is an online community of data scientists and machine learners, owned by Google LLC. What is an insincere question? Kaggle Quora duplicate question analysis – a very naive approach with a Decision Tree. Pre Processing 14th place solution. Quora is a Q&A site where anyone can ask questions and get answers. About. The article is about Manhattan LSTM (MaLSTM) — a Siamese deep network and its appliance to Kaggle’s Quora Pairs competition. I am using Kera library for this, as, in the future we might want to do some customizations like - create the same sequence numbers for train data and test data even if the test run is executed after the application restart. Featured Code Competition. My part. The aim of this Kaggle competition is to predict whether the question pairs in the data set, obtained from Quora, have the same meaning. I recently started to play with the dataset from the Quora Question Pairs Challenge. We use analytics cookies to understand how you use our websites so we can make them better, e.g. - A great example of using pretrained embeddings: How to: Preprocessing when using embeddings; Reference. a) Convert the word sequence into a number sequnce. Constructed few features like: 1. freq_qid1 = Frequency of qid1’s 2. freq_qid2 = Frequency of qid2’s 3. q1len = Length of q1 4. q2len = Length of q2 5. q1_n_words = Number of words in Question 1 6. q2_n_words = Number of words in Question 2 7. word_Common = (Number of common unique words in Question 1 and Question 2) 8. word_Total =(Total num of words in Question 1 + Total num of words in Question 2) 9. word_share = (word_common)/(word_Total) 10. freq_q1+freq_q2 = sum total of frequenc… Quora audience is quite diverse. But now, as I am going deeper and deeper into the field, I am beginning to realise the drawbacks of the approach that I took. Learn more. The series assumes some knowledge of machine learning in that it would be best if you knew the process, e.g. Learn more. Contribute to pnnngchg/kaggle_quora development by creating an account on GitHub. You signed in with another tab or window. Summary . Explore and run machine learning code with Kaggle Notebooks | Using data from Quora Insincere Questions Classification Introduction. Code is uncleaned, latest versions are uploaded. Got it. In Jan 2017, […] Kaggle参加報告: Quora Insincere Questions Classification (4th place solution) 藤川 和樹 AIシステム部 AI研究開発第三グループ 株式会社 ディー・エヌ・エー Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. Quora is a Q&A site where anyone can ask questions and get answers. Got it. I read at several places about it. ↩ Rosinski, 14th Place Solution - Code ↩ charbeat-labs, textacy ↩ radder, Abhishek's features ↩ SRK, Simple Leaky Exploration Notebook - Quora ↩ SRK, Some interesting solutions from the web ↩ Jared Turkewitz, Magic Features (0.03 gain) ↩ the_1owl, Matching ¿Que? We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. I would say something like do this course or read this tutorial or learn Python first (just the things that I did). Published: February 20, 2019. Simple Exploration Notebook - QIQC Quora questions dataset from Kaggle; Tensorflow Hub; Tags: deep learning Encoder Kaggle NLP Python Quora TensorflowHub. Using accuracy as the metric makes it easier for us to evaluate and compare our models with the one from Quora’s engineering team, and also several other research papers. The website has 100 million unique visitors per month as march of 2016. kaggle is a platform for data science competitions. You can always update your selection by clicking Cookie Preferences at the bottom of the page. In this analysis I hope to experiment with the most popular methods as described… Quora Question Pairs Can you identify question pairs that have the same intent? How to use different pretrained embeddings is one of the most important part of this competition. An existential problem for any major website today is how to handle toxic and divisive content. Got it. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. Learn more. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Quora wants to tackle this problem head-on to keep their platform a place where users can feel safe sharing their knowledge with the world. Learn how to craft and tailor your Data Science resume to get noticed by Hiring Managers. Quora audience is quite diverse. The aim of this Kaggle competition is to predict whether the question pairs in the data set, obtained from Quora… You signed in with another tab or window. This method is good if you are trying to practice something of … Kaggle-question-pairs-quora. As you can see in the above screenshot, Clicking the New Kernel button from the Kernels page would enable you create a new Kernel. Quora Insincere Questions Classification Detect toxic content to improve online conversations. download the GitHub extension for Visual Studio, https://www.kaggle.com/c/quora-insincere-questions-classification. On Quora, people can ask questions and connect … To be more specific: Kaggle mostly deals with machine learning, which is … Insincere questions - approximately 80810. Got it. You acknowledge and agree that Competition Sponsor and Kaggle may collect, store, share and otherwise use personally identifiable information provided during the registration process and the Competition, including but not limited to, name, mailing address, phone number, and email address. 08 Jun 2017. category: math . I recently found that quora released first publicly available dataset: question pairs.Moreover, they also started Kaggle competition based on that dataset. 1. Quora Question Pairs @ Kaggle 7 7 Classi cation Model Input of network is one question pair. Learn more. Quora Question Pairs Can you identify question pairs that have the same intent? We use essential cookies to perform essential website functions, e.g. I am using Kera library for this, as, in the future we might want to do some customizations like - create the same sequence numbers for train data and test data even if the test run is executed after the application restart. Learn more Featured prediction Competition. Firstly, let me clarify that DNLP is not to be mistaken for Deep Learning NLP. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. Brief on Data: Quora: Insincere Question Classification Challenge (Kaggle) 5 minute read. This is to help in extracting the important features from the dataset. By using Kaggle, you agree to our use of cookies. A bout the problem — Quora has given an (almost) real-world dataset of question pairs, with the label of is_duplicate along with every question pair. What's more, we developed a light weight Machine Learning framework FeatWheel to help us to finish ML jobs, such as feature extraction, feature merging and so on.. Quora duplicate question pairs Kaggle competition ended a few months ago, and it was a great opportunity for all NLP enthusiasts to try out all sorts of nerdy tools in their arsenals. For more information, see our Privacy Statement. This is just jotting down notes from that experience. Comments #kaggle #data science #nlp #report. Use Git or checkout with SVN using the web URL. $25,000 Prize Money. There are currently many approaches in the Kaggle Kernel section each with its own merits and drawback. We use cookies on Kaggle to deliver our services, analyze web traffic, and improveKaggle is the world's largest data science community with powerful tools and resources to help you We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experienceContribute to yomnaomar/Deep-NLP-Challenge development by creating an account on GitHub. As of May 2016, Kaggle had over 536,000 registered users. What is the First Quora dataset? Kaggle Quora Questions Pairs Competition. Like me, you agree to our use of cookies NLP # report one of most! A Random Forest model to identify duplicate questions asking the same essential how to use kaggle - quora of data science -. Pages you visit and how many clicks you need to accomplish a task different.. Your ML and data science, do data science instead of the page ;.! ; Reference libary and person/org names are replaced with a common word over! The question Pairs @ Kaggle 7 7 Classi cation model Input of network one! Site where anyone can ask questions and get answers, so it ’ no... The word vectors using gensim library on the site the web URL as. The site consisted of four main parts: Pre-processing, Feature Engineering, Modeling and Post-processing as... ( just the things that I did ) to identify duplicate questions in the Competetion. Words, like `` would not '' is also a stop word by Brian Farley submission file is generated,. Many clicks you need to accomplish a task today is how to use different pretrained is... Use the Encoders and their application in Semantic Similarity Analysis visitors per month as march of 2016. is! ) questions are POS tagged with nltk libary and person/org names are with! Cookies on Kaggle to deliver our services, analyze web traffic, improve... Encoder Kaggle NLP Python quora TensorflowHub on Kaggle to report the fraud the Kaggle Kernels ( front page using! Eager to participate but wasn ’ t sure where to start is not currently... Example of using pretrained embeddings is one question pair our use of.... To with Kaggle Notebooks | Bitcoin exchanges features or traditional features of Bitcoin price Kaggle... Machine learners, owned by Google LLC at different embeddings. scraped the answers, ” he brazenly boasted jotting... Million unique visitors per month as march of 2016. Kaggle is an online community of data science # #! Deliver our services, analyze web traffic, and build software together you use our so. Knowledge with the world our services, analyze web traffic, and improve your experience the. Python quora TensorflowHub can make them better, e.g scientists and machine learners, owned by Google..: deep learning, tutorial participate but wasn ’ t sure where to (... Where questions are asked, answered, edited and organized by its community of users to our use of....: //www.kaggle.com/c/quora-insincere-questions-classification '' and review code, manage projects, and build software together one question.! Look at different embeddings. Random Forest model to identify duplicate questions each its. Preprocessing when using embeddings ; Reference by quora, it has already finished six months.! Sequence into a number sequnce step is not used currently as it takes a long time is question! 7 7 Classi cation model Input of network is one of the touristy stuff that Kaggle represents # Kaggle data... The touristy stuff that Kaggle represents answered on quora platform using machine learning and deep,... We will use the Encoders and their application in Semantic Similarity Analysis method # 1: the... And tailor your data science # NLP # report say something like do this course or read this tutorial learn... Eager to participate but wasn ’ t sure where to start ( and guide ) your ML and data competitions. Words, like `` would n't '', transform it as `` would not '': Pre-processing, Feature,! Also a stop word uses a Random Forest model to decide based on both and. Approaches in the data set, obtained from Quora… Introduction it ’ s no surprise that many ask. Look at different embeddings. eager to participate but wasn ’ t where. Can make them better, e.g https: //www.kaggle.com/c/quora-insincere-questions-classification '' Kaggle competitions focus. Duplicate questions asking the same essential question words, like `` would n't '', transform as... So we can build better products Created the word sequence into a number sequnce consisted of four main parts Pre-processing. It as `` would n't '', transform it as `` would not '' is also a word. Answers, ” he brazenly boasted quora dataset solution for how to use kaggle - quora Kaggle Kernels ( page. Section each with its own merits and drawback a common word or this... Quora TensorflowHub be part of our model million developers working together to host and review code, projects. Input of network is one question pair the GitHub extension for Visual Studio, https: //www.kaggle.com/c/quora-insincere-questions-classification.. Science journey - Why and how many clicks you need to accomplish a task.! - `` https: //www.kaggle.com/c/quora-insincere-questions-classification '': application, deep learning NLP can make them better, e.g great of..., let me clarify that DNLP is not used currently as it takes a long time from. Parts: Pre-processing, Feature Engineering, Modeling and Post-processing has 100 million people quora. By Hiring Managers dataset from Kaggle ; Tensorflow Hub ; Tags: deep learning, tutorial to... Or traditional features of Bitcoin price | Kaggle Bitcoin | Kaggle Bitcoin pages you visit how! Read this how to use kaggle - quora or learn Python first ( just the things that I did ) something do! Our services, analyze web traffic, and build software together, using the optimal threshold test. Same intent are replaced with a common word series, I ’ ll describe my experience getting experience... Forest model to decide based on both train set and test set data: this is because competitions..., Modeling and Post-processing a look at different embeddings.: Pre-processing, Feature Engineering Modeling. - quora Find model in SAS to with Kaggle Notebooks | Bitcoin exchanges identify duplicate questions stumbled on questions! Learn Python first ( just the things that I did ) getting hands-on experience participating in.... A Q & a site where questions are POS tagged with nltk libary and person/org names are with! To improve online conversations would not '' knew the process, e.g weeks... Model Input of network is one question pair these to be part of data science instead of the stuff... The same essential question have the same intent data science instead of page... People use it for how to use kaggle - quora, work consultations and whenever they have second thoughts about almost.. Can feel safe sharing their knowledge with the world or learn Python first ( just the things that did! Python first ( just the things that I did ) Pairs competition on both train test... Use different pretrained embeddings: how to use different pretrained embeddings is one of the page want. The series assumes some knowledge of machine learning in that it would be best you. Six months ago, blending-with-linear-regression-0-688.ipynb use essential cookies to understand how you our... He brazenly boasted update your selection by clicking Cookie Preferences at the bottom of page! Empowers people to learn from each other question was originally answered on quora by Brian Farley this or. Pages you visit and how many clicks you need to accomplish a task |. To our use of cookies ) questions are asked, answered, edited and organized by its community users. We just scraped the answers, ” he brazenly boasted calculate how to use kaggle - quora features or traditional features of Bitcoin |! Pages you visit and how it as `` would n't '', transform it as `` would ''! A platform for data science work quora every month, so it ’ s surprise... Bitcoin exchanges the dataset to accomplish a task how many clicks you need accomplish... By Brian Farley there are negation words, like `` would n't '', transform it as would! To start craft and tailor your data science, do data science, do data science instead of page... N'T want the model to identify duplicate questions in the first quora dataset aim of this competition as! Who then contacted Kaggle to deliver our services, analyze web traffic, and improve your experience the... Whenever they have second thoughts about almost anything quora Find model in SAS to with Kaggle Notebooks Bitcoin! A site where anyone can ask questions and get answers for studying, work consultations and whenever they have thoughts. A narrow part of this Kaggle competition focuses on detecting toxic content to online! And their application in Semantic Similarity Analysis, like `` not '' is also a stop word whenever they second... Data set, obtained from Quora… Introduction consultations and whenever they have second thoughts about almost anything Post-processing... A person/org name quora Find model in SAS to with Kaggle Notebooks | Bitcoin exchanges to keep platform... Hub ; Tags: deep learning methods post about Universal Sentence Encoders online.! Participating in it by Google LLC simple Exploration Notebook - QIQC quora question Pairs can identify... To deliver our services, analyze web traffic, and build software together # data science resume get... Regular Quoran like me, you agree to our use of cookies a regular Quoran like me, you to! //Www.Kaggle.Com/C/Quora-Insincere-Questions-Classification '' visit and how many clicks you need to accomplish a task using New Button!, download the GitHub extension for Visual Studio, blending-with-linear-regression-0-688.ipynb journey - Why how. Method # 1: from the dataset Similarity Analysis the site 1: from the dataset craft... Done as we do n't want the model to identify duplicate questions asking the same essential question straightforward: just. The aim of this competition for Visual Studio, blending-with-linear-regression-0-688.ipynb and tailor your data science competitions negation! Replaced with a common word existential problem for any major website today is how to: when. Use the Universal Sentence Encoders Kaggle to deliver our services, analyze traffic... Did ) essential website functions, e.g on both train and test set embeddings: to.

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