You will get explanation to Quora Question Pairs Case Study(kaggle competition)
Project details
Quora Question Pairs:
Can you identify question pairs that have the same intent?
Where else but Quora can a physicist help a chef with a math problem and get cooking tips in return? Quora is a place to gain and share knowledge—about anything. It’s a platform to ask questions and connect with people who contribute unique insights and quality answers. This empowers people to learn from each other and to better understand the world.
Over 100 million people visit Quora every month, so it's no surprise that many people ask similarly worded questions. 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 versions of the same question. 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.
Currently, Quora uses a Random Forest model to identify duplicate questions. In this case study, we will be challenged to tackle this natural language processing problem by applying ML techniques to classify whether question pairs are duplicates or not.
Can you identify question pairs that have the same intent?
Where else but Quora can a physicist help a chef with a math problem and get cooking tips in return? Quora is a place to gain and share knowledge—about anything. It’s a platform to ask questions and connect with people who contribute unique insights and quality answers. This empowers people to learn from each other and to better understand the world.
Over 100 million people visit Quora every month, so it's no surprise that many people ask similarly worded questions. 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 versions of the same question. 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.
Currently, Quora uses a Random Forest model to identify duplicate questions. In this case study, we will be challenged to tackle this natural language processing problem by applying ML techniques to classify whether question pairs are duplicates or not.
What's included
| Service Tiers |
Starter
$300
|
Standard
$500
|
Advanced
$600
|
|---|---|---|---|
| Delivery Time | 1 day | 1 day | 1 day |
Number of Revisions | 1 | 1 | 1 |
Number of Model Variations | 4 | 4 | 4 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - | - |
About Gopi
Data Science Engineer with Research Experience in AI
Visakhapatnam, India - 1:26 pm local time
On the research front, he has had an eclectic, experimental cum computational background in Machine Learning, Deep Learning, Robotics, Natural Language Processing, and Computer Vision. Now, he is into developing skills in Bioinformatics and Applied Biology in the pursuit of being a holistic researcher.
He is goal-oriented, determined, and focused with a keen eye for details and skilled in Machine Learning, Deep Learning, Time series, Python, R, MATLAB, and SQL.
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Revisions may occur after the delivery date.
Problem Description
We understand the problem at hand.
Exploratory Data Analysis
This step helps us in inferring the quality and behavior of the dataset.