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Author: Vivek Padia

Vivek Padia Jun 15, 2020

Using AWS Comprehend and AWS Elasticsearch for NLP

Photo by Markus Winkler on Unsplash Introduction In this article, I’ve implemented a program to be used as a quote suggestion system. For this exercise, I used quotes from https://programming-quotes-api.herokuapp.com/ API. Ideally, the software would return similar quotes in...

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Vivek Padia Apr 28, 2020

Beginner’s Guide to Natural Language Processing

Photo by Gia Oris on Unsplash   In this article, we’ll try to understand some basic concepts related to Natural Language Processing (NLP). I will be focusing on the theoretical aspects over programming practices.   Introduction Why should one...

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Vivek Padia Apr 08, 2020

Scratching surface of RNN, GRU, and LSTM with example of sentiment analysis

Photo by Jez Timms on Unsplash   In this article, we’ll be learning about using machine learning on sequential data. Recurrent Neural Networks (RNNs) and Long Short Term Memory (LSTM) are two types of networks that could be used...

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Vivek Padia Apr 06, 2020

Understanding Convolutional Neural Network with Malaria Cell Image Detection

Photo by Tanguy Sauvin on Unsplash   In this article, we’ll be learning what is Convolutional Neural Network (CNN) and implement it for Malaria Cell Image dataset. I’ve got the dataset from Kaggle. CNN is a multilayer perceptron which is...

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Vivek Padia Mar 30, 2020

Implementing GAN using Tensorflow 2.0

Photo by Markus Spiske on Unsplash   In the previous article, we learned the theoretical concepts of Generative Adversarial Networks. Please check out this blog on “Scratching the surface of Generative Adversarial Network”. In this article, we’ll understand how...

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Vivek Padia Mar 30, 2020

Scratching the surface of Generative Adversarial Networks

Photo by Christopher Burns on Unsplash   In this article, we’ll try to understand how computers of today are able to generate fake faces more precisely than any human with the help of GANs. Generative Adversarial Networks(GANs) are a...

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Vivek Padia Mar 30, 2020

Understanding how Deep Q-learning works.

Photo by Louis Reed on Unsplash   Deep Q-learning is a reinforcement learning algorithm used for making human-like AI. These AI can perform different tasks based on their past experience.   DQN could be thought of as a stepping...

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Vivek Padia Feb 24, 2020

Model-based vs Model-free Reinforcement Learning

Photo by Dominik Scythe on Unsplash Reinforcement learning is a broad field with millions of use cases. All these cases are never similar to each other in the real world. So, Agent should be capable of getting the task done under worst-case...

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Vivek Padia Feb 24, 2020

Understanding how OpenAI gym works

Photo by Ryan Quintal on Unsplash   In the recent past, OpenAI has grabbed the attention and awe of many IT professionals. OpenAI has immense community support that tries to create human-like intelligence through reinforcement learning. Additionally, it provides this community with...

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Vivek Padia Dec 25, 2019

How To Use ML To Solve House Price Prediction Problem

Photo by Tom Rumble on Unsplash Introduction There are many sites in the present date that provide house rental services. Customers can rent a place from owners directly from the website. The challenge for such companies is to decide...

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