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Connecting things with creativity

This article is a review of the research paper written for Google AI Summer School 2020. The main task of this activity is to look for the analytical abilities of the candidate applying for this event. This paper is very famous among deep learning practitioner and provides some groundbreaking results on the fundamental properties of Neural Networks.

Fact: Till Janaury 2021, this research paper cited 2430 times. (Google Scholar)

Link of the research paper.

The paper entitled “Understanding Deep Learning Required Rethinking Generalization” has reclaimed the conceptions of conventional Deep Learning (or Neural Networks). The article focuses on the generalization…


A very efficient tool for Feature Extraction.

Image by Billy Tang.

Introduction

Sweetviz is an open-source Python library that generates beautiful, high-density visualizations to kickstart EDA (Exploratory Data Analysis) with a single line of code. The system is built around quickly visualizing target values and comparing datasets. Its goal is to help quick analysis of target characteristics, training vs testing data, and other such data characterization tasks. According to the pypi.org, the different uses of Sweetviz library are as follows-

  • Target Analysis
  • Visualize and Compare
  • Mixed-type associations
  • Summary Information (related to missing values )
  • Numerical Analysis

Sweetviz is very efficient for extracting features from the…


Amber Cuthbert Contributor. (McGrath Foundation)

Breast cancer is the most common cancer diagnosed in women in the United States. Breast cancer can occur in both men and women, but it’s far more common in women. Considerable support for breast cancer awareness and research funding has helped create advances in the diagnosis and treatment of breast cancer. Breast cancer survival rates have increased, and the number of deaths associated with this disease is steadily declining, largely due to factors such as earlier detection, a new personalized approach to treatment and a better understanding of the disease.

Fact: It has been concluded that women who worked night…


Photo by Kevin Ku from Pexels

In ancient times, people used to draw cave-paintings, rock-art paintings to mark something important which now used by Archaeologists and scientists to understand and analyze the art, culture, economics, and other vital parameters of that period. However, in the context of data size, which is very less as compared to present times. Now the data is in the form of hundreds of Petabytes and challenging to understand — many techniques used for extraction of essential data from the dataset, which contains a tremendous amount of data.

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