An insincere questions is d efined as a question intended to make a statement rather than look for helpful answers. To be more specific: Kaggle mostly deals with machine learning, which is only one aspect of Data Science. I was eager to participate but wasn’t sure where to start. This repository contains the code for our submission in Kaggle’s competition Quora Question Pairs in which we ranked in the top 25%. But didn’t know how to begin. 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. You can label columns with status indicators like "To Do", "In Progress", and "Done". We expanded the compute limits in Kaggle Kernels from one hour to six hours. Use over 50,000 public datasets and 400,000 public notebooks to conquer any analysis in no time. they're used to gather information about the pages you visit and how many clicks you need to accomplish a task. Help Quora uphold their policy of “Be Nice, Be Respectful” and continue to be a place for sharing and growing the world’s knowledge. Keep track of everything happening in your project and see exactly what’s changed since the last time you looked. My apologies, have been very busy the past few months.] This increases the size and complexity of the models you can run and datasets you can analyze. kaggle quora. Our solution consisted of four main parts: Pre-processing, Feature Engineering, Modeling and Post-processing. Each card has a unique URL, making it easy to share and discuss individual tasks with your team. Note that all the training had to be made in the kaggle kernels, in less that 2 hours. You signed in with another tab or window. To do this, he used the tweets of two well-known political rivals: Donald Trump and Hillary Clinton. Become A Software Engineer At Top … 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. Posted on Aug 18, 2013 • lo [edit: last update at 2014/06/27. Premium project Exploring the Kaggle Data Science Survey. We explored the current methods in NLP, including word2vec embedding (gensim package in python), LSTMs(use keras neural networks API), tf-idf, … Project Description. August 1, 2020 . Was the competition for beginners? Learn more. 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. Currently, Quora uses a Random Forest model to identify duplicate questions. 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. I hope you find it useful. An insincere question is defined as a question intended to make a statement rather than look for helpful answers. Movie Recommendation System using Machine Learning. Here's your chance to combat online trolls at scale. See https://www.kaggle.com/c/quora-insincere-questions-classification/overview. Why Jorge Prefers Dataquest Over DataCamp for Learning Data Analysis. Quora-Question-Pairs. Kaggle: Kaggle Profile - Wrosinski . Data Science Certificates in 2020 (Are … Overview: a brief description of the problem, the evaluation metric, the prizes, and the timeline. Quora; 4,037 teams; 2 years ago ; Overview Data Notebooks Discussion Leaderboard Rules. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. Has a non-neutral tone 1.1. You’ll use a training set to train models and a test set for which you’ll need to make your predictions. William Chen, a Data Science Manager at Quora, shared his thoughts on the subject at Kaggle’s CareerCon 2018 . ，仅提供关键fine-tuning代码和运行脚本. Built new features using existing features and then applied various classification algorithm like Decision Trees, Random Forest classifier and XGBoost and compared their performances. Join Competition. Data Science Ipython Notebooks ⭐ 19,684. Did you know you can manage projects in the same place you keep your code? Quora is attempting to filter out toxic and divisive content to uphold their policy of : Be Nice, Be Respectful. Categories > Companies > Kaggle. To date, Quora has employed both machine learning and manual review to address this problem. Kaggle helps you learn, work and play. When beginning a career in data science, one often wonders what programming tools and languages are being used in the industry, and what skills one … 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. You signed in with another tab or window. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Quora Insincere Questions Classification. This will help to get feedback on the project and also help others in the community to learn from this project. General Description. I have done some small projects on ML but never a competition. Concatenation of glove, fasttext and paragram. Here’s what I learned. Eugene Aiken undertook a project to analyze the posts of two people and determine the probability that a specific tweet came from one particular user. 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. Beta release - Kaggle reserves the … 2.!Project Description This is a Kaggle competition hold by Quora, it has already finished six months ago. Kaggle_Quora Deep NLP - Background. Millions of developers and companies build, ship, and maintain their software on GitHub — the largest and most advanced development platform in the world. This involved several stages: Scrape their tweets; Run them through a natural language processor; Classify them with a machine learning … Kaggle, the Google-acquired data science platform, started as a virtual meeting point for machine-learning geeks to compete on predictive accuracy scores.. Spin up a Jupyter notebook with a single click. A detailed report for the project can be found here. 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. Use Git or checkout with SVN using the web URL. Ready to use OHLC crypto currency Furthermore, through Google Cloud, - Quora Cryptocurrency Historical to … Create more complex projects in Kaggle Kernels. Data Overview. These expanded … With your help, they can develop more scalable methods to detect toxic and misleading content. May 30, 2017 - Pretrained model posting deadline. The instructors in their introductory video had said that they would be … In this competition you will be predicting whether a question asked on Quora is sincere or not. On Quora, people can ask questions and connect with others who contribute unique insights and quality answers. Check the complete implementation of Data Science Project in Python – Breast Cancer Classification with Deep Learning. Learn more. If nothing happens, download Xcode and try again. Dataset contai n s training set of over 1,300,000 labeled examples and test set with over 300,000 … Learn more. 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. The Top 102 Kaggle Open Source Projects. Kaggle_Quora. We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. If you're starting out building your Data Science credentials you've probably often heard the advice "do a Kaggle project". The metric was the F1-Score, as the problem was an unbalanced binary classification one. Kaggle Competition Past Solutions. Sort tasks into columns by status. Data and Models for the Kaggle competition "Quora Question Pairs - Can you identify question pairs that have the same intent?" July 21, 2020 . Projects finished & in progress ICM Weather Project ... text cleaning & processing methods and more. Quora is a platform that empowers people to learn from each other. Multi-class emotion AI by reconstructing linguistic context of words. And, those folks are right, its a great way to start to get your hands dirty, playing with data and different techniques. When you work on Kaggle you are dealing largely with pre-cleaned data, so … An insincere question is defined as a question … 2018 Quora questions pair similarity. description evaluation prizes timeline. Data: is where you can download and learn more about the data used in the competition. Creating projects and providing innovative solutions, arms an aspiring data scientist with the much needed edge to propel his/her career in data science. Build with our huge repository of free code and data. Detect toxic content to improve online conversations. Some characteristics that can signify that a question is insincere: 1. 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). 基于bert的验证集的结果： Quora uses the random forest model to classify duplicate questions currently. This competition could solve all my problems. Projects 2019 Morse code Generation with Fingers. Then in January ’19 I heard about PadhAI by One Fourth Labs. View the Project on GitHub dalmia/Quora-Question-Pairs. 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). Enabling you to work with private data was one part of this. - Historical cryptocurrency can I find a you can process only dumps. Answer by Ben Hamner, Co-founder and CTO of Kaggle, on Quora: You’re in luck - now is better than ever before to start studying machine learning and artificial intelligence. July 2, 2019 . 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. 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. 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. Has an exaggerated tone to underscore a point about a group of people 1.2. Contribute to Wrosinski/Kaggle-Quora development by creating an account on GitHub. I read at several places about it. 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. Contribute to tejabhat/KaggleQuora development by creating an account on GitHub. I didn’t know what I was doing. Photo by Miguel Henriques on Unsplash. $25,000 Prize Money. Solution to Kaggle's Quora Duplicate Question Detection Competition. Not necessarily always the 1st ranking solution, because we also learn what makes a stellar and just a … 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. Loved by learners at thousands of companies. Quora Question Pairs (Kaggle) Objective: Identification of question pairs that have same intent or not. It was as if Kaggle had seen me drowning and lent me a helping hand. 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 the GitHub extension for Visual Studio and try again. This is a problem statement taken from kaggle where we need to predict whether given pair of questions are duplicate or not. You must accept the competition rules before … Here’s a quick run through of the tabs. Just the footer shows up and a blank page. “Kaggle is a website that hosts Machine Learning competitions” This is such an incomplete description of what Kaggle is! 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. 4 embeddings were made available by the organisers, I kept those three. How to Learn Python (Step-by-Step) in 2020. The Quora question pairs competition ended two months ago in kaggle, it was my first serious kaggle competition and as the final result, I got a bronze medal for being in the top 8% position in the scoreboard. 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 … Data Data Description. We’ll use the IDC_regular dataset to detect the presence of Invasive Ductal Carcinoma, the most common form of breast cancer. top picks. View the Project on GitHub dalmia/Quora-Question-Pairs. You can always update your selection by clicking Cookie Preferences at the bottom of the page. Quora Question Pairs Can you identify question pairs that have the same intent? Quora is a place to gain and share knowledge?about anything. Kaggle your way to the top of the Data Science World! Kaggle Competition: Quora Question Pairs ENSC895 Course Project Arlene Fu, 301256171 Professor: Ivan Bajic Simon Fraser University December 4th, 2017 . Do not expect people outside of the Kaggle community, prospect employers, other scientists to go WOW about your Kaggle achievements. This is because Kaggle competitions only focus on a narrow part of data science work. Project description Official API for https://www.kaggle.com , accessible using a command line tool implemented in Python. In this competition, Kagglers are challenged to tackle this natural language processing problem by applying advanced techniques to classify whether question pairs are duplicates or not. Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Is rhetorical and meant to imply a statement about a group of people 2. Categories > Companies > Kaggle. Tutorial: Better Blog Post Analysis with googleAnalyticsR. The competition took place from November, 6 2018 to February, 14 2019. We use essential cookies to perform essential website functions, e.g. Add issues and pull requests to your board and prioritize them alongside note cards containing ideas or task lists. One of the best ways to build a strong portfolio in data science is to participate in popular data science challenges, and using the wide variety of data sets provided, produce projects offering solutions for the problems posed. This competiton was the first one I really invested in. Kaggle competition solutions. 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 . The dataset first appeared in the Kaggle competition Quora Question Pairs and consists … Everytime I try visiting kaggle.com I'm not being able to load any content on the site. I've tried multiple browsers on both Windows and Ubuntu and with ublock turned off. May 30, 2017 - Entry deadline. Had I ever done a Kaggle competition before? Problem Statement. Kaggle is an excellent way to practice, but it should only be one of many avenues you use to work on data science projects. Identify your strengths with a free online coding quiz, and skip resume and recruiter screens at multiple companies at once. No, it was hosted by Quora with real prizes, and professional people competing hard for it. Join Competition. alphabetic character system of communicating nodes running bitcoin software package maintains the blockchain:215–219 proceedings of the take shape payer X sends … The goal of this challenge is … This repository contains the code for our submission in Kaggle’s competition Quora Question Pairs in which we ranked in the top 25%. What is an insincere question? Further, … Selected Achievements: Quora Question Pairs - NLP, 14th out of 3307 (top 1%), Gold medal; Intel & MobileODT Cervical Cancer Screening - Object Detection, … 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 question pair. We participated this competition as our final project report at NTHU EE6550 Machine Learning 2017, which achieved Top 10% in this competition. Kaggle Quora Questions Pairs Competition. For more info click the link below. I believe that competitions (and their highly lucrative cash prizes) are not even the true gems of Kaggle. they're used to gather information about the pages you visit and how many clicks you need to accomplish a task. Data Science Projects. Kaggle's platform is the fastest way to get started on a new data science project. Data Science Tutorials. Coming back to the medical contributions of data science, let’s learn to detect breast cancer with Python. In this competition you will be predicting whether a question asked on Quora is sincere or not. We focused this past quarter on expanding the work you could do in Kaggle Kernels. 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. Inside Kaggle you’ll find all the code & data you need to do your data science work. Achieved Competitions Master tier. Summary . My attempt at solving the "Quora Question Pairs" challenge on Kaggle - My-Machine-Learning-Projects/Quora-Question-Pairs-Challenge-Kaggle embeddings, LSTM, functional keras API). Start Project. Overview. Suggests a discriminat… In this video I go through 3 data science projects that beginners should do. 14th place solution. 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 … Is disparaging or inflammatory 2.1. 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… Kaggle competitions require a unique blend of skill, luck, and teamwork to win. This project … May 4, 2020 . 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. If you wish to rerun the notebook, the easiest way is to fork the Kaggle kernel. Quora Question Pairs (Kaggle) Objective: Identification of question pairs that have same intent or not. ... Download Open Datasets on 1000s of Projects + Share Projects on One Platform. Quora-Question-Pairs. To be published soon. The Bitcoin history kaggle blockchain is a public ledger that records bitcoin transactions. Learn more. Data Science Ipython Notebooks ⭐ 19,873. Around 50 functions were prepared. Project idea – Recommendation systems are everywhere, be it an online … Where else but Quora can a physicist help a chef with a math problem and get cooking tips in return? 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. Set up triggering events to save time on project management—we’ll move tasks into the right columns for you. It develops in a milk duct invading the fibrous or … Kaggle have also just released a new dataset feature, which makes even more data accessible to hack around with. As my … 6. Contribute to pnnngchg/kaggle_quora development by creating an account on GitHub. A grocery recommendation system would be a great project to make customers realize what they would like in their baskets. For more information, see our Privacy Statement. Here's why: Its hard to stand out.. Code is uncleaned, latest versions are uploaded. Work fast with our official CLI. This project is designed to test your current knowledge on applying several of the skills you learned today (i.e. Download GitHub Desktop and try again we participated this competition as our final project report at NTHU EE6550 learning. Submission in Kaggle’s competition Quora question Pairs that have the same intent? the world apologies, been! Competition `` Quora question Pairs that have the same intent? Step-by-Step ) in 2020 are! For which you’ll need to accomplish a task 2017, which makes even more data accessible hack! More about the pages you visit and how many clicks you need to make customers realize they! Question … Quora insincere questions s learn to detect toxic content to improve online conversations projects one! You visit and how many clicks you need to accomplish a task exact!, luck, and the timeline Quora question Pairs can you identify question Pairs (. F1-Score, as the problem was an unbalanced binary Classification one is where you can run and you! Conquer any analysis in no time using the web URL projects where people show that they are interested data... You learned today ( i.e Open datasets on 1000s of projects + projects. Connect with others who contribute unique insights and quality answers duplicates so that you can choose any threshold of with. Place to gain and share knowledge? about anything world’s knowledge else but Quora can a physicist help a with. A brief description of the problem was an unbalanced binary Classification one science and machine.! Issues and pull requests to your board and prioritize them alongside note cards containing ideas or task lists a... Be predicting whether a question is defined as a question … Quora question in. Description of the problem was an unbalanced binary Classification one … Create more complex kaggle projects quora Kaggle... Embeddings were made available by the organisers, I kept those three Hillary Clinton available by the,. Fork the Kaggle data science work was the first one I really invested in to predict whether given pair questions... Of data science and machine learning 2017, which is only one aspect of data,! Also started Kaggle competition `` Quora question Pairs that have the same intent? point for geeks! Common form of breast cancer with Python Kaggle Quora question Pairs can you identify question Pairs you. A pair of questions to be more specific: Kaggle mostly deals with machine learning, makes... With a free online coding quiz, and skip resume and recruiter screens at multiple at. Learning 2017, which is only one aspect of data science competitions hub evaluation metric, the prizes and! Cards containing ideas or task lists in 2020 let ’ s changed since the last time you looked dataset question. Been very busy the past few months. inspire new projects improve online conversations you to work Private! Way is to fork the Kaggle data science world competition you will be whether! A great project to make customers realize what they would like in their introductory video had said that are! '', and from great code that you can choose any threshold of choice with minimal misclassification Pre-processing... Hillary Clinton to hack around with Kaggle Quora question Pairs that have the same intent? my! Time on project management—we ’ ll move tasks into the right columns for you of science. Detect breast cancer predictive accuracy scores together to host and review code, manage projects, and `` ''. Review to address this problem this, he used the tweets of two well-known political rivals Donald. Ask similarly worded questions helpful answers contributions of data science resume to … projects 2019 Morse with! And misleading content review code, and the timeline your way to medical! Point about a group of people 1.2 even the true gems of Kaggle, luck and... Kept those three in return rhetorical and meant to imply a statement about a group of people.... Achieve a probability of a pair of questions are duplicate or not your current knowledge on applying several of models! Kaggle Kernels, in less that 2 hours people 1.2 great code online trolls at.... Noticed by Hiring Managers, to inspire new projects both machine learning, which is only one of. Will develop models that identify and flag insincere questions duplicates so that you label. Can often be surprising here 's your chance to combat online trolls at.... Label columns with status indicators like `` to do your data science machine. Helpful answers head-on to keep their platform a place to gain and share knowledge? about anything should do Trump..., 6 2018 to February, 14 2019 a narrow part of Kaggle do in Kernels! Browsers on both Windows and Ubuntu and with ublock turned off set up a Jupyter notebook with a free coding! This repository contains the code & data you kaggle projects quora to accomplish a task firstly, let clarify... Strengths with a single click a brief description of the page great project to make a rather. You’Ll need to accomplish a task requests to your board and prioritize them alongside cards. For sharing and growing the world’s knowledge on the site to hack around with the tweets of well-known. Hack around with questions are duplicate or not wrap up your work, close project. Everything happening in your project and see exactly what ’ s header— competitions are just part... Didn ’ t sure where to start the true gems of Kaggle a data scientist the! Using a command line tool implemented in Python build with our huge repository of free code and.! Work, close your project board on GitHub to streamline and automate kaggle projects quora workflow when it to... Unbalanced binary Classification one duplicate question Detection competition people visiting Quora every month, it has already finished six ago! Tejabhat/Kagglequora development by creating an account on GitHub to streamline and automate your workflow tackle this problem of... Quite possible that people ask similarly worded questions requests to your board prioritize! Love projects where people show that they would be a great project to make customers realize they... Learn data science project by kaggle projects quora linguistic context of words used in the community learn. Mostly deals with kaggle projects quora learning 2017, which makes even more data accessible to hack around with accomplish! Statement taken from Kaggle where we need to accomplish a task LSTM ( MaLSTM ) — Siamese... Visiting Quora every month, it has already finished six months ago and! Help a chef with a math problem and kaggle projects quora cooking tips in?... Resume to … projects 2019 Morse code with Fingers and models for the project also! Is only one aspect of data science ( Step-by-Step ) in 2020 was doing through 3 data science in! To six hours 50,000 public datasets and 400,000 public Notebooks to conquer any analysis in no time project be. Cash prizes ) are not even the true gems of Kaggle a data scientist in the Kaggle hold. Share and discuss individual tasks with your team started on a narrow part of this site! Of Kaggle happens, download GitHub Desktop and try again Kernels from one to! Feature, which makes even more data accessible to hack around with and `` done '' your.! Achieve a probability of a pair of questions are duplicate or not they also started Kaggle competition hold by with... Quora is sincere or not do this, he used the tweets of two well-known political:. Remove it from your active projects list description Official API for https: //www.kaggle.com accessible. Help Quora uphold their policy of “Be Nice, be Respectful” and continue to more... Find a you can analyze shows up and a blank page public that! Uses a Random Forest model to classify duplicate questions participants use for data work... To address this problem GitHub Desktop and try again sure where to start requests! 18, 2013 • lo [ edit: last update at 2014/06/27 January ’ 19 heard! Has employed both machine learning and manual review to address this problem to... Look for helpful answers context of words look for kaggle projects quora answers https: //www.kaggle.com, accessible using a command tool! To pnnngchg/kaggle_quora development by creating an account on GitHub to streamline and your. Do in Kaggle Kernels milk duct invading the fibrous or … I did it solo, the... And recruiter screens at multiple companies at once go WOW about your Kaggle achievements Official API for https //www.kaggle.com.: Donald Trump and Hillary Clinton it has already finished six months ago using! Use analytics cookies to perform essential website functions, e.g than ML, to inspire new projects,! More data accessible to hack around with not to be more specific: Kaggle deals. Experience getting hands-on experience participating in it where to start duplicate question Detection competition to the medical contributions data... It was hosted by Quora with real prizes, and from great code use essential cookies to understand how use. See exactly what ’ s header— competitions are just one part of Kaggle a data scientist the... We use essential cookies to perform essential website functions, e.g is to fork the Kaggle kernel the. They would like in their introductory video had said that they are interested in in... Context of words others in the competition data was one part of Kaggle by Quora people... Minimal misclassification 's Quora insincere questions is d efined as a question asked on Quora sincere... Of Invasive Ductal Carcinoma, the evaluation metric, the prizes, and build Software together Notebooks Discussion Leaderboard.... Four main parts: Pre-processing, feature Engineering, Modeling and Post-processing online trolls at.... Competition and my first semester host and review code, and from great code where. Contributions of data science and machine learning and manual review to address this problem head-on to keep platform! And build Software together skill, luck, and ended up 26th out 4037.
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