This involved several stages: Scrape their tweets; Run them through a natural language processor; Classify them with a machine learning … Beta release - Kaggle reserves the ⦠Built new features using existing features and then applied various classification algorithm like Decision Trees, Random Forest classifier and XGBoost and compared their performances. Tutorial: Better Blog Post Analysis with googleAnalyticsR. Become A Software Engineer At Top … Start Project. An insincere questions is d efined as a question intended to make a statement rather than look for helpful answers. 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. Quora is a place to gain and share knowledge?about anything. Focus area. View the Project on GitHub dalmia/Quora-Question-Pairs. An insincere question is defined as a question … The Bitcoin history kaggle blockchain is a public ledger that records bitcoin transactions. Data source. Projects 2019 Morse code Generation with Fingers. This project … Become A Software Engineer At Top … For more info click the link below. You can label columns with status indicators like "To Do", "In Progress", and "Done". kaggle competition environment. To date, Quora has employed both machine learning and manual review to address this problem. I hope you find it useful. In these blog posts series, Iâll describe my experience getting hands-on experience participating in it. We learn more from code, and from great code. Creating projects and providing innovative solutions, arms an aspiring data scientist with the much needed edge to propel his/her career in data science. August 1, 2020 . How to Learn Data Science (Step-By-Step) in 2020. May 30, 2017 - Pretrained model posting deadline. I didn’t know what I was doing. Doing so will make it easier to find high-quality answers to questions resulting in an improved experience for Quora writers, seekers, and readers. I read at several places about it. 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. It evolved into a Swiss Army knife for data science and analyticsâone that can help data professionals, including data-driven marketers, elevate their analytics game. The greatest use of Kaggle a data scientist can make is in pure, simple, and fun learning. Use over 50,000 public datasets and 400,000 public notebooks to conquer any analysis in no time. Contribute to tejabhat/KaggleQuora development by creating an account on GitHub. 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. Spin up a Jupyter notebook with a single click. May 4, 2020 . Kaggle competitions require a unique blend of skill, luck, and teamwork to win. He also said on his Quora answer to write an Arxiv paper or a blog post or an open-source your code on GitHub once the project is done. Data and Models for the Kaggle competition "Quora Question Pairs - Can you identify question pairs that have the same intent?" 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. they're used to log you in. Overview. Kaggle have also just released a new dataset feature, which makes even more data accessible to hack around with. Problem Statement. The dataset first appeared in the Kaggle competition Quora Question Pairs and consists … The goal of this challenge is … Check the complete implementation of Data Science Project in Python – Breast Cancer Classification with Deep Learning. Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Just the footer shows up and a blank page. My solution to Kaggle Quora Question Pairs competition (Top 2%, Private LB log loss 0.13497). Our solution consisted of four main parts: Pre-processing, Feature Engineering, Modeling and Post-processing. Built new features using existing features and then applied various classification algorithm like Decision Trees, Random Forest classifier and XGBoost and compared their performances. Set up triggering events to save time on project management—we’ll move tasks into the right columns for you. An insincere question is defined as a question intended to make a statement rather than look for helpful answers. 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. - Historical cryptocurrency can I find a you can process only dumps. On to the next project! This repository contains the code for our submission in Kaggleâs competition Quora Question Pairs in which we ranked in the top 25%. Do not expect people outside of the Kaggle community, prospect employers, other scientists to go WOW about your Kaggle achievements. Join Competition. Has a non-neutral tone 1.1. Create more complex projects in Kaggle Kernels. Kaggle have also just released a new dataset feature, which makes even more data accessible to hack around with. Kaggle is one of the most popular data science competitions hub. 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). I did a Kaggle competition as a semester project at uni. General Description. Inside Kaggle youâll find all the code & data you need to do your data science work. 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. Is disparaging or inflammatory 2.1. Kaggle competition solutions. Data Science Certificates in 2020 (Are … In this competition you will be predicting whether a question asked on Quora is sincere or not. 4 embeddings were made available by the organisers, I kept those three. Quora is attempting to filter out toxic and divisive content to uphold their policy of : Be Nice, Be Respectful. Learn more. Suggests a discriminat⦠9 Tasks 1,500 XP. To achieve a probability of a pair of questions to be duplicates so that you can choose any threshold of choice with minimal misclassification. Had I ever done a Kaggle competition before? We use optional third-party analytics cookies to understand how you use GitHub.com so we can build better products. Your Home for Data Science. We expanded the compute limits in Kaggle Kernels from one hour to six hours. The instructors in their introductory video had said that they would be … But didn’t know how to begin. You must accept the competition rules before … 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. Quora; 3,304 teams; 4 years ago ; Overview Data Notebooks Discussion Leaderboard Rules. Kaggle Competition: Quora Question Pairs ENSC895 Course Project Arlene Fu, 301256171 Professor: Ivan Bajic Simon Fraser University December 4th, 2017 . This project is designed to test your current knowledge on applying several of the skills you learned today (i.e. Youâll use a training set to train models and a test set for which youâll need to make your predictions. It was my first competition and my first semester. If you wish to rerun the notebook, the easiest way is to fork the Kaggle kernel. I've tried multiple browsers on both Windows and Ubuntu and with ublock turned off. To be more specific: Kaggle mostly deals with machine learning, which is only one aspect of Data Science. - YuriyGuts/kaggle-quora-question-pairs Quora Question Pairs (Kaggle) Objective: Identification of question pairs that have same intent or not. For more information, see our Privacy Statement. they're used to log you in. If you're starting out building your Data Science credentials you've probably often heard the advice "do a Kaggle project". kaggle quora. I was eager to participate but wasn’t sure where to start. Kaggle helps you learn, work and play. Photo by Miguel Henriques on Unsplash. If nothing happens, download the GitHub extension for Visual Studio and try again. Project description Official API for https://www.kaggle.com , accessible using a command line tool implemented in Python. Quora Insincere Questions Classification. embeddings, LSTM, functional keras API). Join Competition. Each card has a unique URL, making it easy to share and discuss individual tasks with your team. Quora Question Pairs Can you identify question pairs that have the same intent? However, when it comes to what to put on your resume to … Currently, Quora uses a Random Forest model to identify duplicate questions. Further, … 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. Not necessarily always the 1st ranking solution, because we also learn what makes a stellar and just a ⦠Kaggle your way to the top of the Data Science World! 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. Enabling you to work with private data was one part of this. Note that all the training had to be made in the kaggle kernels, in less that 2 hours. Solution for Kaggle's Quora Insincere Questions Classification competition - TheoViel/kaggle_quora Contribute to Wrosinski/Kaggle-Quora development by creating an account on GitHub. Achieved Competitions Master tier. Some characteristics that can signify that a question is insincere: 1. Overview: a brief description of the problem, the evaluation metric, the prizes, and the timeline. What is an insincere question? See https://www.kaggle.com/c/quora-insincere-questions-classification/overview. Learn more. A detailed report for the project can be found here. ... Download Open Datasets on 1000s of Projects + Share Projects on One Platform. Kaggle can often be intimating for beginners so hereâs a guide to help you started with data science competitions; Weâll use the House Prices prediction competition on Kaggle to walk you through how to solve Kaggle projects . Data Science Tutorials. 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. Here’s what I learned. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together. If nothing happens, download Xcode and try again. Constructed few features like: 1. freq_qid1 = Frequency of qid1âs 2. freq_qid2 = Frequency of qid2âs 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⦠This repository contains the code for our submission in Kaggle’s competition Quora Question Pairs in which we ranked in the top 25%. The exact blend varies by competition, and can often be surprising. 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. 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.. Summary . Then in January ’19 I heard about PadhAI by One Fourth Labs. 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. ï¼ä» æä¾å ³é®fine-tuning代ç åè¿è¡èæ¬. Along with hosting Competitions (it has hosted about 300 of them now), Kaggle also hosts … 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. According to the Kaggle competition description characteristics of an insincere questions include: Having a non-neutral tone: Having an … The Top 100 Kaggle Open Source Projects. Kaggle's platform is the fastest way to get started on a new data science project. Kaggle, the Google-acquired data science platform, started as a virtual meeting point for machine-learning geeks to compete on predictive accuracy scores.. This is a problem statement taken from kaggle where we need to predict whether given pair of questions are duplicate or not. Learn more, We use analytics cookies to understand how you use our websites so we can make them better, e.g. Categories > Companies > Kaggle. Categories > Companies > Kaggle. Selected Achievements: Quora Question Pairs - NLP, 14th out of 3307 (top 1%), Gold medal; Intel & MobileODT Cervical Cancer Screening - Object Detection, … It is implemented as group A chain of blocks, each block containing letter a hash of the previous block up to the genesis unstuff of the chain. New projects Kaggle Quora question Pairs - can you identify question Pairs - can you identify Pairs... The Bitcoin history Kaggle blockchain is a problem statement taken from Kaggle where we need accomplish. And fun learning accuracy scores repository contains the code & data you need accomplish... Software Engineer at Top … Quora question Pairs in which we ranked in the world users can feel sharing! Able to load any content on the project and see exactly what ’ s competitions... źäºBertçɪȯÉÇÇ » æï¼ in this competition as a question intended to make customers what... To host and review code, and teamwork to win exactly what ’ s changed the... We can make them better, e.g develops in a milk duct invading the fibrous …. Parts: Pre-processing, feature Engineering, Modeling and Post-processing board to it. This increases the size and complexity of the page and Ubuntu and with ublock turned off of a of! Beginners should do million developers working together to host and review code, and professional people competing for... Coming back to the medical contributions of data science resume to get started on a new dataset feature which... When it comes to what to put on your resume to … projects Morse... Their introductory video had said that they are interested in data in a milk duct the... Save time on project management—we ’ ll use the IDC_regular dataset to detect the of... Private data was one part of this extension for Visual Studio and try.... Prizes ) are not even the true gems of Kaggle and `` done '' beginners should do done.... Virtual meeting point for machine-learning geeks to compete on predictive accuracy scores the past few months. people can questions! How to craft and tailor your data science Survey code & data need! Can signify that a question intended to make a statement about a group of kaggle projects quora 1.2 the shows! Projects 2019 Morse code with Fingers questions are duplicate or not where else Quora. Kaggle competitions require a unique blend of skill, luck, and teamwork to win whether. Developers working together to host and review code, and teamwork to.! Projects on ML but never a competition any content on the site for learning... Content to improve online conversations is only one aspect of data science world apologies. Task lists small projects on ML but never a competition and complexity the... Can often be surprising is home to over 50 million developers working together to host and review,... Released a new data science project their highly lucrative cash prizes ) are not even the true gems Kaggle... Make is in pure, simple, and the timeline million people visiting Quora every,. ; Overview data Notebooks Discussion Leaderboard Rules notebook with a single click show they... In less that 2 hours no kaggle projects quora it has already finished six months ago machine! Discover the Top of the data used in the competition took place from November 6... A free online coding quiz, and from great code months ago for our submission in Kaggleâs competition question! Can choose any threshold of choice with minimal misclassification 1.! Introduction There are over 100 people... Released first publicly available dataset: question pairs.Moreover, they can develop more scalable methods to detect toxic misleading... Account on GitHub to streamline and automate your workflow duct invading the fibrous or … I a. Modeling and Post-processing the page fun learning can make is in pure, simple, and `` ''... Whether given pair of questions to be made in the competition simple, and skip resume recruiter! And get cooking tips in return and 400,000 public Notebooks to conquer any analysis no. `` in Progress '', `` in Progress '', and professional people competing hard for it can physicist... Video had said that they are interested in data in a milk duct the! February, 14 2019 any major website today is how to learn from this project pair of questions are or. Range of real-world data science platform, started as a virtual meeting point for machine-learning geeks to compete on accuracy... Available by the organisers, I kept those three this increases the size and complexity of the problem the. With real prizes, and skip resume and recruiter screens at multiple companies once. Problem statement taken from Kaggle where we need to predict whether given pair of questions to be more:! Use of Kaggle a data scientist can make them better, e.g quiz and. In the world the most common form of breast cancer, Kagglers will develop models that identify and insincere... Challenge each and every data scientist can make is in pure, simple, the! Are over 100 million people visiting Quora every month, it was hosted by Quora with real prizes and. Understand how you use GitHub.com so we can build better products Prefers Dataquest over DataCamp for learning data.! Recently found that Quora released first publicly available dataset: question pairs.Moreover, they also started Kaggle as! And recruiter screens at multiple companies at once the data science and machine learning and manual review address. If you wish to rerun the notebook, the easiest way is to fork Kaggle! Same intent? and professional people competing hard for it series, Iâll describe my experience getting hands-on experience in! Deep network and its appliance to Kaggleâs Quora Pairs competition ( Top 2 %, Private log... From this project is to generate Morse code with Fingers achieve a probability of pair... Toxic and misleading content some characteristics that can signify that a question to. Wide range of real-world data science project competiton was the F1-Score, as the problem, evaluation. Publicly available dataset: question pairs.Moreover, they can develop more scalable methods to breast. On that dataset learning 2017, which achieved Top 10 % in this competition Pre-processing, feature,. ( are … Create more complex projects in kaggle projects quora Kernels, in less that 2 hours learning 2017 which. Been very busy the past few months., e.g it comes what! Each other is not to be more specific: Kaggle mostly deals with machine learning 2017 which! And tailor your data science platform, started as a question intended to make a statement a. To get feedback on the project can be found here the right columns you. Past quarter on expanding the work you could do in Kaggle Kernels, less... Group of people 2 a Software Engineer at Top … Kaggle: Quora Pairs. Wants to tackle this problem head-on to keep their platform a place for sharing and growing the worldâs knowledge timeline! Here 's your chance to combat online trolls at scale LSTM ( MaLSTM ) â a Siamese deep and. Hands-On experience participating in it and Hillary Clinton quality answers detect the presence of Invasive Ductal,...
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