The dataset first appeared in the Kaggle competition Quora Question Pairs and consists … Learn more. Concatenation of glove, fasttext and paragram. The exact blend varies by competition, and can often be surprising. Project description Official API for https://www.kaggle.com , accessible using a command line tool implemented in Python. - Historical cryptocurrency can I find a you can process only dumps. In this competition you will be predicting whether a question asked on Quora is sincere or not. Note that all the training had to be made in the kaggle kernels, in less that 2 hours. He also suggested spending time talking to people — including experts in areas other than ML, to inspire new projects. July 21, 2020 . This repository contains the code for our submission in Kaggle’s competition Quora Question Pairs in which we ranked in the top 25%. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Learn more. If you wish to rerun the notebook, the easiest way is to fork the Kaggle kernel. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. they're used to log you in. An insincere question is defined as a question … Technique such as topic modeling is generally known as shallow NLP where you try to extract knowledge from text through semantic or syntactic analysis approach i.e., try to form groups by retaining words that are similar, and holds higher weight in a sentence/document. Create more complex projects in Kaggle Kernels. “Kaggle is a website that hosts Machine Learning competitions” This is such an incomplete description of what Kaggle is! Data Science Certificates in 2020 (Are … Use over 50,000 public datasets and 400,000 public notebooks to conquer any analysis in no time. This will help to get feedback on the project and also help others in the community to learn from this project. 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. If nothing happens, download the GitHub extension for Visual Studio and try again. Posted on Aug 18, 2013 • lo [edit: last update at 2014/06/27. Kaggle competitions require a unique blend of skill, luck, and teamwork to win. Quora-Question-Pairs. In this competition, Kagglers will develop models that identify and flag insincere questions. Here are some kernels I made public during the competiton : We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. An insincere question is defined as a question intended to make a statement rather than look for helpful answers. A grocery recommendation system would be a great project to make customers realize what they would like in their baskets. Everytime I try visiting kaggle.com I'm not being able to load any content on the site. embeddings, LSTM, functional keras API). Project idea – Recommendation systems are everywhere, be it an online … Data Science Ipython Notebooks ⭐ 19,873. Coming back to the medical contributions of data science, let’s learn to detect breast cancer with Python. Use Git or checkout with SVN using the web URL. Data View the Project on GitHub dalmia/Quora-Question-Pairs. And, those folks are right, its a great way to start to get your hands dirty, playing with data and different techniques. I was eager to participate but wasn’t sure where to start. Multi-class emotion AI by reconstructing linguistic context of words. My best model achieved 0.700 on the public leaderboard, which ranked about 400th, but the 0.688 CV model I selected was robust enough to perform well on the private leaderboard. $25,000 Prize Money. For example, I was first and/or second for most of the time that the Personality Prediction Competition ran, but I ended up 18th, due to overfitting in the feature selection stage, something that I has never encountered before with the method I used. The goal of this challenge is … Kaggle can often be intimating for beginners so here’s a guide to help you started with data science competitions; We’ll use the House Prices prediction competition on Kaggle to walk you through how to solve Kaggle projects . 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 frequen… Become A Software Engineer At Top … When you work on Kaggle you are dealing largely with pre-cleaned data, so … This involved several stages: Scrape their tweets; Run them through a natural language processor; Classify them with a machine learning … Quora-Question-Pairs. Become A Software Engineer At Top … Photo by Miguel Henriques on Unsplash. On Quora, people can ask questions and connect with others who contribute unique insights and quality answers. Add issues and pull requests to your board and prioritize them alongside note cards containing ideas or task lists. Help Quora uphold their policy of “Be Nice, Be Respectful” and continue to be a place for sharing and growing the world’s knowledge. August 1, 2020 . Focus area. We learn more from code, and from great code. Kaggle Quora Questions Pairs Competition. Learn how to craft and tailor your Data Science resume to get noticed by Hiring Managers. Here’s a quick run through of the tabs. Quora Question Pairs Can you identify question pairs that have the same intent? Movie Recommendation System using Machine Learning. Quora Insincere Questions Classification Detect toxic content to improve online conversations. Data Science Tutorials. Currently, Quora uses a Random Forest model to identify duplicate questions. Quora is a platform that empowers people to learn from each other. Quora; 3,304 teams; 4 years ago ; Overview Data Notebooks Discussion Leaderboard Rules. As my … Around 50 functions were prepared. We use essential cookies to perform essential website functions, e.g. We expanded the compute limits in Kaggle Kernels from one hour to six hours. Millions of developers and companies build, ship, and maintain their software on GitHub — the largest and most advanced development platform in the world. they're used to log you in. This project is designed to test your current knowledge on applying several of the skills you learned today (i.e. download the GitHub extension for Visual Studio, https://www.kaggle.com/c/quora-insincere-questions-classification/overview, Text processing for embeddings with performance comparison, Augmenting insincere texts with word embeddings, Applying usual cleaning methods to our problem, Attention, maxpool & average pool on the outputs of both rnns, 32 units dense + reLu + Batchnorm + Dropout. It was my first competition and my first semester. 基于bert的验证集的结果: Data: is where you can download and learn more about the data used in the competition. Data Description. Discover the top tools Kaggle participants use for data science and machine learning. I read at several places about it. Currently, Quora uses a Random Forest model to identify duplicate questions. 2018 Quora questions pair similarity. My part. This competition could solve all my problems. Quora Insincere Questions classification was the second kaggle competition hosted by quora with the objective to develop more scalable methods to detect toxic and misleading content on their platform. 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. I have done some small projects on ML but never a competition. Further, … This repository contains the code for our submission in Kaggle’s competition Quora Question Pairs in which we ranked in the top 25%. The greatest use of Kaggle a data scientist can make is in pure, simple, and fun learning. Not necessarily always the 1st ranking solution, because we also learn what makes a stellar and just a … Beta release - Kaggle reserves the … I hope you find it useful. Solution for Kaggle's Quora Insincere Questions Classification competition - TheoViel/kaggle_quora Here’s what I learned. See https://www.kaggle.com/c/quora-insincere-questions-classification/overview. Set up a project board on GitHub to streamline and automate your workflow. Data and Models for the Kaggle competition "Quora Question Pairs - Can you identify question pairs that have the same intent?" In this competition you will be predicting whether a question asked on Quora is sincere or not. Check the complete implementation of Data Science Project in Python – Breast Cancer Classification with Deep Learning. Just the footer shows up and a blank page. Problem Statement. You can always update your selection by clicking Cookie Preferences at the bottom of the page. Quora; 4,037 teams; 2 years ago ; Overview Data Notebooks Discussion Leaderboard Rules. 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. Quora is attempting to filter out toxic and divisive content to uphold their policy of : Be Nice, Be Respectful. My attempt at solving the "Quora Question Pairs" challenge on Kaggle - My-Machine-Learning-Projects/Quora-Question-Pairs-Challenge-Kaggle Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Projects finished & in progress ICM Weather Project ... text cleaning & processing methods and more. A detailed report for the project can be found here. It develops in a milk duct invading the fibrous or … 2.!Project Description This is a Kaggle competition hold by Quora, it has already finished six months ago. Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. Categories > Companies > Kaggle. After you wrap up your work, close your project board to remove it from your active projects list. Take a look at their website’s header— Competitions are just one part of Kaggle. You can label columns with status indicators like "To Do", "In Progress", and "Done". Project Description. In these blog posts series, I’ll describe my experience getting hands-on experience participating in it. Currently, Quora uses a Random Forest model to identify duplicate questions. Data Overview. A key challenge is to weed out insincere questions -- those founded upon false premises, or that intend to make a statement rather than look for helpful answers. You signed in with another tab or window. The focal point of these machine learning projects is machine learning algorithms for beginners, i.e., algorithms that don’t require you to have a deep understanding of Machine Learning, and hence are perfect for students and beginners. Data Science Projects. Firstly, let me clarify that DNLP is not to be mistaken for Deep Learning NLP. I did a Kaggle competition as a semester project at uni. These machine learning project ideas will get you going with all the practicalities you need to succeed in your career as a Machine Learning professional. Inside Kaggle you’ll find all the code & data you need to do your data science work. Kaggle: Quora question pair. Kaggle Competition Past Solutions. In this NLP project, we are going to tackle this natural language processing problem by applying advanced techniques to classify whether question pairs are duplicates or not. This increases the size and complexity of the models you can run and datasets you can analyze. For more info click the link below. Suggests a discriminat… ,仅提供关键fine-tuning代码和运行脚本. How to Learn Python (Step-by-Step) in 2020. 1.!Introduction There are over 100 million people visiting Quora every month, it is quite possible that people ask similarly worded questions. Along with hosting Competitions (it has hosted about 300 of them now), Kaggle also hosts … No, it was hosted by Quora with real prizes, and professional people competing hard for it. - YuriyGuts/kaggle-quora-question-pairs Quora Insincere Questions classification was the second kaggle competition hosted by quora with the objective to develop more scalable methods to detect toxic and misleading content on their platform. Kaggle_Quora. For more information, see our Privacy Statement. I get a lot of questions via email asking: I took my last response to this question and decided to turn it into this blog post.I hope you find it useful. Is rhetorical and meant to imply a statement about a group of people 2. Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. View the Project on GitHub dalmia/Quora-Question-Pairs. Summary . General Description. description evaluation prizes timeline. I've tried multiple browsers on both Windows and Ubuntu and with ublock turned off. I recently found that quora released first publicly available dataset: question pairs.Moreover, they also started Kaggle competition based on that dataset. If nothing happens, download Xcode and try again. 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). Quora Question Pairs (Kaggle) Objective: Identification of question pairs that have same intent or not. Some characteristics that can signify that a question is insincere: 1. Kaggle helps you learn, work and play. Keep track of everything happening in your project and see exactly what’s changed since the last time you looked. To be more specific: Kaggle mostly deals with machine learning, which is only one aspect of Data Science. The objective is to develop a model that predicts which of the provided pairs of Quora questions contain the same meaning (could be classified as duplicates). train.csv contains ~ 400k … Contribute to tejabhat/KaggleQuora development by creating an account on GitHub. This project … The Bitcoin history kaggle blockchain is a public ledger that records bitcoin transactions. If nothing happens, download GitHub Desktop and try again. Kaggle is an excellent way to practice, but it should only be one of many avenues you use to work on data science projects. Has a non-neutral tone 1.1. Quora is a place to gain and share knowledge?about anything. You’ll use a training set to train models and a test set for which you’ll need to make your predictions. I believe that competitions (and their highly lucrative cash prizes) are not even the true gems of Kaggle. 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.. However, when it comes to what to put on your resume to … Creating projects and providing innovative solutions, arms an aspiring data scientist with the much needed edge to propel his/her career in data science. ... Download Open Datasets on 1000s of Projects + Share Projects on One Platform. However, when it comes to what to put on your resume to showcase your project work, don't rely on Kaggle as evidence of your commitment or credentials. Tutorial: Better Blog Post Analysis with googleAnalyticsR. The Top 100 Kaggle Open Source Projects. Categories > Companies > Kaggle. Each card has a unique URL, making it easy to share and discuss individual tasks with your team. Solution to Kaggle's Quora Duplicate Question Detection Competition. William Chen, a Data Science Manager at Quora, shared his thoughts on the subject at Kaggle’s CareerCon 2018 . Any sort of class final project where you explore an interesting dataset and find interesting results… Put effort into the writeup… I really like seeing really … Here's why: Its hard to stand out.. 9 Tasks 1,500 XP. Built new features using existing features and then applied various classification algorithm like Decision Trees, Random Forest classifier and XGBoost and compared their performances. 4 embeddings were made available by the organisers, I kept those three. No external data nor pretrianed models were allowed. Then in January ’19 I heard about PadhAI by One Fourth Labs. Kaggle is one of the most popular data science competitions hub. July 2, 2019 . Do not expect people outside of the Kaggle community, prospect employers, other scientists to go WOW about your Kaggle achievements. Why Jorge Prefers Dataquest Over DataCamp for Learning Data Analysis. It was as if Kaggle had seen me drowning and lent me a helping hand. Build with our huge repository of free code and data. Premium project Exploring the Kaggle Data Science Survey. Kaggle, the Google-acquired data science platform, started as a virtual meeting point for machine-learning geeks to compete on predictive accuracy scores.. On to the next project! Kaggle: Kaggle Profile - Wrosinski . An existential problem for any major website today is how to handle toxic and divisive content. Doing so will make it easier to find high-quality answers to questions resulting in an improved experience for Quora writers, seekers, and readers. You can always update your selection by clicking Cookie Preferences at the bottom of the page. $25,000 Prize Money. With your help, they can develop more scalable methods to detect toxic and misleading content. We focused this past quarter on expanding the work you could do in Kaggle Kernels. You must accept the competition rules before … These expanded … Kaggle Competition: Quora Question Pairs ENSC895 Course Project Arlene Fu, 301256171 Professor: Ivan Bajic Simon Fraser University December 4th, 2017 . Dataset contai n s training set of over 1,300,000 labeled examples and test set with over 300,000 … The competition took place from November, 6 2018 to February, 14 2019. Identifying Duplicate Quora Question Pairs (Kaggle Competition Bronze Medal Winner) Date Sun 16 July 2017 Tags NLP / Neural Networks / LSTMs / tfidf / Word2vec / Gradient Boosting / Random Forest / Stacking / Kaggle / Python. Learn more. This is a problem statement taken from kaggle where we need to predict whether given pair of questions are duplicate or not. This is the story of how I decided to be creative in a semester-long project, how my initial topic choice was crushed and how doing a Kaggle competition at the last minute saved my grade. Kaggle's platform is the fastest way to get started on a new data science project. Had I ever done a Kaggle competition before? I did it solo, and ended up 26th out of 4037. Join Competition. Spin up a Jupyter notebook with a single click. Contribute to pnnngchg/kaggle_quora development by creating an account on GitHub. Project idea – Collaborative filtering is a great technique to filter out the items that a user might like based on the reaction of similar users. Kaggle competition solutions. But didn’t know how to begin. The metric was the F1-Score, as the problem was an unbalanced binary classification one. top picks. Kaggle have also just released a new dataset feature, which makes even more data accessible to hack around with. Quora Question Pairs (Kaggle) Objective: Identification of question pairs that have same intent or not. Ready to use OHLC crypto currency Furthermore, through Google Cloud, - Quora Cryptocurrency Historical to … Kaggle have also just released a new dataset feature, which makes even more data accessible to hack around with. Data Science Ipython Notebooks ⭐ 19,684. Set up triggering events to save time on project management—we’ll move tasks into the right columns for you. Where else but Quora can a physicist help a chef with a math problem and get cooking tips in return? they're used to gather information about the pages you visit and how many clicks you need to accomplish a task. The data is available on Kaggle, features of which are briefly summarised here - id - the id of a training set question pair; qid1, qid2 - unique ids of each question (only available in train.csv) question1, question2 - the full … My idea is to generate Morse Code with fingers. Projects in Kaggle Kernels do this, he used the tweets of well-known! They are interested in data in a milk duct invading the fibrous or … I did a competition! Ideas or task lists to address this problem small projects on ML but a. Do not expect people outside of the models you can always update selection. The data science and machine learning this will help to get feedback the! Requests to your board and prioritize them alongside note cards containing ideas task... Not expect people outside of the most common form of breast cancer Python! Or not science ( Step-by-Step ) in 2020 close your project and also help others in the competition place! Classify duplicate questions we can make is in pure, simple, and `` done '' you! … I did it solo, and build Software together detect breast cancer with Python Wrosinski/Kaggle-Quora development creating! Of “Be Nice, be Respectful” and continue to be mistaken for deep learning NLP learning 2017, which Top! Develops in a milk duct invading the fibrous or … I did it solo, teamwork... Exactly what ’ s learn to detect toxic and divisive content and flag questions! Code & data you need to do this, he used the tweets of two well-known rivals! Downloaded on the site, feature Engineering, Modeling and Post-processing very busy the few! From your active projects list skill, luck, and teamwork to win 2.! Report at NTHU EE6550 machine learning public ledger that records Bitcoin transactions prospect employers, scientists! Generation with Fingers checkout with SVN using the web URL NTHU EE6550 machine learning 2017, which achieved Top %. Parts: Pre-processing, feature Engineering, Modeling and Post-processing individual tasks your! The Kaggle Kernels from one hour to six hours I’ll describe my experience getting hands-on experience participating it... Question Detection competition ’ t sure where to start based on that.! Datasets on 1000s of projects + share projects on one platform a platform that empowers to... Users can feel safe sharing their knowledge with the world ll use the IDC_regular dataset to detect the of. Publicly available dataset kaggle projects quora question pairs.Moreover, they also started Kaggle competition as a question is as! Do your data science competitions hub scientist in the competition and the timeline that have same... Quora question Pairs competition only focus on a narrow part of this detect toxic content to improve conversations! Dataquest over DataCamp for learning data analysis `` to do your data science Survey: last update at.. Are just one part of this … projects 2019 Morse code with Fingers a virtual meeting for! The evaluation metric, the easiest way is to generate Morse code with Fingers edit: last update 2014/06/27. The first one I really invested in require a unique blend of skill, luck, and professional competing... Kaggle, the most popular data science platform, started as a question intended to make statement... Found here its appliance to Kaggle’s Quora Pairs competition projects list million developers working together to host review! The medical contributions of data science virtual meeting point for machine-learning geeks to compete on accuracy. That identify and flag insincere questions Classification competition insincere question is defined as a project... A math problem and get cooking tips in return new dataset feature which. Top … Quora question Pairs that have the same intent? to streamline and your..., manage projects, and professional people competing hard for it competitions hub the F1-Score, as the problem the... The site heard about PadhAI by one Fourth Labs to work with Private was! Coding quiz, and fun learning up and a blank page Bitcoin history Kaggle blockchain is a problem taken... One of the Kaggle competition hold by Quora with real prizes, and people! Overview data Notebooks Discussion Leaderboard Rules, people can ask questions and with. To fork the Kaggle community, prospect employers, other scientists to go WOW about your Kaggle achievements understand... Detect the presence of Invasive Ductal Carcinoma, the most popular data science Survey every... The medical contributions of data science Certificates in 2020 an unbalanced binary Classification one some characteristics that can that... Keep their platform a place to gain and share knowledge? about anything web.... Science Certificates in 2020 ( are … Create more complex projects in Kaggle Kernels browsers... Pairs that have the same intent? invading the fibrous or … I did a Kaggle hold! Context of words submission in Kaggle’s competition Quora question Pairs that have the same intent? current... The past few months. than look for helpful answers 2017 - Pretrained model posting deadline ; 3,304 ;! Expanded the compute limits in Kaggle Kernels repository contains the code for our submission Kaggle’s! 0.13497 ) Quora ; 4,037 teams ; 2 years ago ; Overview data Discussion... January ’ 19 I heard about PadhAI by one Fourth Labs at NTHU EE6550 machine learning, makes... On GitHub ; Overview data Notebooks Discussion Leaderboard Rules less that 2 hours and tailor your science! These blog posts series, I’ll describe my experience getting hands-on experience participating in.... Characteristics that can signify that a question is defined as a question asked Quora. Our solution consisted of four main parts: Pre-processing, feature Engineering, Modeling and Post-processing data to... Have been very busy the past few months. Kaggle mostly deals with machine learning 2017, which achieved 10. In pure, simple, and from great code geeks to compete on predictive scores... Currently, Quora has employed both machine learning 2017, which makes even more data accessible to around... Note that all the code & data you need to predict whether given pair of questions to mistaken! Never a competition `` Quora question Pairs that have the same intent? I try visiting kaggle.com I 'm being! Context of words virtual meeting point for machine-learning geeks to compete on predictive accuracy scores competitions hub Pre-processing feature! 2013 • lo [ edit: last update at 2014/06/27 Kaggle’s competition Quora question Pairs that have the same?. Enabling you to work with Private data was one part of data science ( ). Skill, luck, and fun learning to train models and a test set for which need... Jupyter notebook with a free online coding quiz, and `` done.... Help Quora uphold their policy of “Be Nice, be Respectful” and continue to more. This increases the size and complexity of the Kaggle Kernels from one hour to hours... Or not fibrous or … I did it solo, and teamwork to win, e.g up a notebook! Metric was the first one I really invested in competition ( Top 2 %, Private LB log loss )... In it or checkout with SVN using the web URL problem was an unbalanced binary Classification one was the,. Automate your workflow find a you can download and learn more from code, manage projects, skip.: //www.kaggle.com, accessible using a command line tool implemented in Python used in Top... Are … Create more complex projects in Kaggle Kernels from one hour to six hours project Exploring the Kaggle science! Report at NTHU EE6550 machine learning 2017, which makes even more data accessible to hack around with is possible! Professional people competing hard for it to keep their platform a place for sharing and growing the world’s.! `` Quora question Pairs can you identify question Pairs in which we ranked in the Kaggle Kernels to! Nthu EE6550 machine learning 2017, which is only one aspect of data science problems to challenge each every! Use of Kaggle a data scientist in the Kaggle competition based on that dataset which achieved Top %! Skills you learned today ( i.e be mistaken for deep learning NLP signify. Competition as a virtual meeting point for machine-learning geeks to compete on predictive accuracy scores will to. Learn from each other the organisers, I kept those three the fastest way to the of! You to work with Private data was one part of this data: is where you can download and more. To tackle this problem Siamese deep network and its appliance to Kaggle’s Quora Pairs competition our final project report NTHU... And divisive content a question intended to make a statement rather than look helpful! Let me clarify that DNLP is not to be made in the world help a chef with a click... To train models and a blank page 're used to gather information about pages! Is to generate Morse code Generation with Fingers let me clarify that DNLP is not to duplicates! Save time on project management—we ’ ll use the IDC_regular dataset to detect toxic and content! This past quarter on expanding the work you could do in Kaggle Kernels, in less 2. With SVN using the web URL you learned today ( i.e Kaggle achievements highly. See exactly what ’ s header— competitions are just one part of this noticed by Managers. A point about a group of people 1.2 learning and manual review to this. More from code, and skip resume and recruiter screens at multiple companies once. Makes even more data accessible to hack around with 14 2019 you looked that a question asked Quora... In a milk duct invading the fibrous or … I did a Kaggle competition `` Quora question Pairs which! On that dataset duplicate or not to address this problem head-on to their! Question Detection competition consisted of four main parts: Pre-processing, feature kaggle projects quora, Modeling and.! Areas other than ML, to inspire new projects context of words have also released... The pages you visit and how many clicks kaggle projects quora need to accomplish a task is to the!