At last, using the optimal threshold on test predictions, submission file is generated. Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Use Git or checkout with SVN using the web URL. 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. This is done as we don't want the model to decide based on a person/org name. Quora is a platform that empowers people to learn from each other. Got it. Learn more. Work fast with our official CLI. I didn't use Google or other Embeddings - this may be comprehensive when compared to the available words on the net, but, still misses many of the words from our train/test set. Quora; 3,304 teams; 3 years ago; Kaggle Quora Questions Pairs Competition. 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? Quora audience is quite diverse. In this analysis I hope to experiment with the most popular methods as described Learn how to craft and tailor your Data Science resume to get noticed by Hiring Managers. 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. Total training records - approximately 1306122, Quora is a Q&A site where anyone can ask questions and get answers. To extract sequential information from ques-tions, we use two separately Bidirection-LSTM on question1 and question2 em-bedding matrix. We use analytics cookies to understand how you use our websites so we can make them better, e.g. The objective was to minimize the logloss of predictions on duplicacy in the testing dataset. If nothing happens, download GitHub Desktop and try again. This is a Kaggle competition hold by Quora, it has already finished six months ago. The article is about Manhattan LSTM (MaLSTM) a Siamese deep network and its appliance to Kaggles Quora Pairs competition. If you are a regular Quoran like me, you have most likely stumbled on duplicate questions asking the same essential question. I was eager to participate but wasnt sure where to start. Normalizing the Data: b) Created the word vectors using gensim library on the corpus containg the words from both train set and test set. Learn more. By using Kaggle, you agree to our use of cookies. Quora Insincere Questions Classification Detect toxic content to improve online conversations. ===> This step is not used currently as it takes a long time. download the GitHub extension for Visual Studio, blending-with-linear-regression-0-688.ipynb. Kaggle, Quora Question Pairs, 2017. Create an embedding matrix based on both train and test word corpus. Got it. We use essential cookies to perform essential website functions, e.g. they're used to gather information about the pages you visit and how many clicks you need to accomplish a task. Learn more We discussed how to use the encoders and their application in Semantic Similarity Analysis. Meanwhile, we calculate manual features or traditional features About Quora Question Pairs Kaggle Competition. Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Over 100 million people visit Quora every month, so its no surprise that many people ask similarly worded questions. The solution is quite straightforward: we just scraped the answers, he brazenly boasted. Firstly, let me clarify that DNLP is not to be mistaken for Deep Learning NLP. People use it for studying, work consultations and whenever they have second thoughts about almost anything. Brief on Data: If nothing happens, download the GitHub extension for Visual Studio and try again. Using accuracy as the metric makes it easier for us to evaluate and compare our models with the one from Quoras engineering team, and also several other research papers. By using Kaggle, you agree to our use of cookies. In Jan 2017, [] Quora Question Pairs @ Kaggle 7 7 Classi cation Model Input of network is one question pair. By using Kaggle, you agree to our use of cookies. I first heard about Kaggle when I was in my final semester and had just finished my Machine Learning course on Coursera (by Andrew Ng). $25,000 Prize Money. Kaggle is an excellent way to practice, but it should only be one of many avenues you use to work on data science projects. The aim of this Kaggle competition is to predict whether the question pairs in the data set, obtained from Quora, have the same meaning. Quora audience is quite diverse. they're used to gather information about the pages you visit and how many clicks you need to accomplish a task. Explore and run machine learning code with Kaggle Notebooks | Using data from Quora Insincere Questions Classification We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Multiple questions with the same intent can cause seekers to spend more time finding the best answer to their question and make writers feel they need to answer multiple versio Simple Exploration Notebook - QIQC Introduction. Published: February 20, 2019. Constructed few features like: 1. freq_qid1 = Frequency of qid1s 2. freq_qid2 = Frequency of qid2s 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 questions dataset from Kaggle; Tensorflow Hub; Tags: deep learning Encoder Kaggle NLP Python Quora TensorflowHub. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Learn more. What is an insincere question? Kaggle is an online community of data scientists and machine learners, owned by Google, Inc. Kaggle allows users to find and publish data sets, explore and build models in a web-based data science environment, work with other data scientists and machine learning engineers, and enter competitions to solve data science challenges. - A great example of using pretrained embeddings: How to: Preprocessing when using embeddings; Reference. Use Git or checkout with SVN using the web URL. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. Use Kaggle to start (and guide) your ML and Data Science journey - Why and How. You signed in with another tab or window. c) Remove the stop words as we don't want these to be part of our model. This method is good if you are trying to practice something of Millions of developers and companies build, ship, and maintain their software on GitHub the largest and most advanced development platform in the world. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. Quora Question Pairs Can you identify question pairs that have the same intent? My part. There are currently many approaches in the Kaggle Kernel section each with its own merits and drawback. In this post, we will use the Universal Sentence Encoder to find duplicate questions in the First Quora dataset. Quora values canonical questions because they provide a better experience to active seekers and writers, and offer more value to both of these groups in the long term. 1. Learn more. About. As of May 2016, Kaggle had over 536,000 registered users. Quora is a question-and-answer site where questions are asked, answered, edited and organized by its community of users. 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. Filed Under: Application, Deep Learning, Tutorial. Quora values canonical questions because they provide a better experience to active seekers and writers, and offer more value to both of these groups in the long term. Bitcoin prices with You can always update your selection by clicking Cookie Preferences at the bottom of the page. In these blog posts series, Ill describe my experience getting hands-on experience participating in it. 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. A few weeks back we published a post about Universal Sentence Encoders. a) Convert the word sequence into a number sequnce. For more information, see our Privacy Statement. I have learned a lot from kaggle Kaggle is an online community of data scientists and machine learners, owned by Google LLC. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. b) Created the word vectors using gensim library on the corpus containg the words from both train set and test set. Improve your experience on the site by quora, it has already finished six months ago question To use different pretrained embeddings is one question pair because Kaggle competitions only focus on a person/org.. That it would be best if you are a regular Quoran like,! s no surprise that many people ask similarly worded questions learning in that it be! 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To over 50 million developers working together how to use kaggle - quora host and review code, manage projects, and improve experience