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A Beginner’s Guide to Structuring Data Science Project’s Workflow

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Asides from dedication to discovery and exploration, to succeed in a Data Science project, you must understand the process and optimize it to ensure that the results are reliable and the project is easy to follow, maintain and modify where necessary.

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Global Model Interpretability Techniques for Black Box Models

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction There is no mathematical equation for model interpretability. The post Global Model Interpretability Techniques for Black Box Models appeared first on Analytics Vidhya. ‘Interpretability is the.

Modeling 349
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Polish Up your ML model!

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Image 1 In this article, we will be discussing various ways through which we can polish up or fine-tune our machine learning model. The post Polish Up your ML model! The post Polish Up your ML model!

Modeling 370
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Model Risk Management And the Role of Explainable Models(With Python Code)

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. The post Model Risk Management And the Role of Explainable Models(With Python Code) appeared first on Analytics Vidhya. Photo by h heyerlein on Unsplash Introduction Similar to rule-based mathematical.

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Building an end-to-end Polynomial Regression Model in R

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Regression analysis is used to solve problems of prediction based on data statistical parameters. In this article, we will look at the use of a polynomial regression model on a simple example using real statistic data.

Modeling 400
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Machine Learning Model Deployment using Django

Analytics Vidhya

ArticleVideos This article was published as a part of the Data Science Blogathon. The post Machine Learning Model Deployment using Django appeared first on Analytics Vidhya. Pre-requisites Understanding of Machine Learning using Python (sklearn) Basics of Django.

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Quick Hacks To Save Machine Learning Model using Pickle and Joblib

Analytics Vidhya

ArticleVideo Book This article was published as a part of the Data Science Blogathon TABLE OF CONTENTS Introduction Loading dataset and creating our model Saving. The post Quick Hacks To Save Machine Learning Model using Pickle and Joblib appeared first on Analytics Vidhya.