A novel analysis of the Boston Housing Market dataset

Photo by Cameron Venti from Unsplash (Source)

Executive Summary

Aims and Objectives


Fixing latitude and longitude coordinates using Google’s Geocoder API

Image from Sam Clarke at Unsplash (Source)

Problem with the dataset


From ANNs to Transformers, with examples from NLP

Image from Solen Feyissa at unsplash (Source)

Contents

  1. Artificial Neural Network (ANN)
  2. Convolutional Neural Network (CNN)
  3. Recurrent Neural Network (RNN)
  4. Transformer Networks and Attention Mechanisms
  5. Concluding Remarks

Artificial Neural Network (ANN)


How to shorten lines of code and make it more readable in a few simple steps

Image taken from hiteshchoudhary


How to shorten lines of code and make it more readable with a few simple steps

Image taken from hiteshchoudhary


Towards better practice for training neural networks

Image from Unsplash under Creative-Commons license, source:https://unsplash.com/photos/JKUTrJ4vK00


How to balance busy lives while staying calm and cool

I thought this picture truly captures the essence of this article. How do millionaires balance turbulent lives with ease, while appearing calm and cool? What are the forces holding the rocks together? Source: https://maritateague.wordpress.com/2017/10/29/the-calm-in-chaos/

What do they do?

  • They have insane drive, but also know when to stop

An important tool that transformed the way I think

I thought this image captures very nicely the essence of this article, source: https://www.americanketaminecenters.com/ketamine-news/2018/8/1/from-chaos-to-calm-a-life-changed-by-ketamine-2ynfp

Why did I need this?


Source: https://www.reddrivingschool.com/learners/how-do-i-do-it/highway-code/rules-of-the-zebra-crossing/

Types of pedestrian crossings


Photo from https://unsplash.com/@kaleyloved, source: https://unsplash.com/photos/gtVrejEGdmM

yousefnami

Always interested in learning something new. Connect with me: https://www.linkedin.com/in/yousefnami77

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