Artificial Intelligence

The easiest way to deploy facial analysis framework on your own server.AWS Rekognition is an excellent service that can get various object information, including facial analysis of humans from images and videos. But let’s say if you want to deploy something similar even with the limited functionality where you need the facial attribute analysis and have a minimal budget for … [Read more...] about Deploy your own AWS Rekognition like facial analysis application using docker

Photo by Markus Winkler on UnsplashArtificial Intelligence, sometimes referred to as Machine Intelligence, is an approach to make computers, machines, and robots capable enough to enact and execute several tasks like the human brain. In a nutshell: making machines intelligent.Artificial intelligence(AI) examines the way the human brain functions and tries to solve problems. And … [Read more...] about What is Artificial Intelligence? And What Is Its Future in Pakistan?

TechnologyLet’s save them all!Photo by Eric Welch on UnsplashIn 2019, out of 105,000 species, Red List identified that 28,338 are at the risk of extinction because of human activity. Today, the list has grown to 32,000 of species on the brink of extinction, including 14% of all birds and 26% of all mammals.Of course, some damage was caused by the natural climate cycles. But the … [Read more...] about 3 Ways AI Can Help Us Save Endangered Animals

Machine LearningImitate and learn are not the same, and here we find the main difference between AI and ML. Machine Learning is a subfield of Artificial Intelligence, which seeks to give machines the ability to learn.This learning can be classified in “Supervised Learning”, “Unsupervised Learning” and “Reinforcement Learning”.“Most of human and animal learning is unsupervised … [Read more...] about Deep Learning 101 — Artificial Intelligence and Machine Learning basics

The main question that most of you probably have, would be…… What is Google Colab ??Google Colab is actually the short form for Google Colaboratory. To begin with what is Google Colab; …. Its simply a Python execution environment. It can be used to execute any sort of Python code online. This execution environment for Python is similar to the interface that we get in Jupyter … [Read more...] about Why is Google Colab irreplaceable ?

MotivationModel-Free Reinforcement Learning Algorithms have achieved impressive results and Researchers come up with new and better ideas to further improve their performance. But despite all their benefits and improvements in recent papers, it is a common consense, that Model-Free algorithms are extremely data inefficient. Requiring millions of frames or examples to learn … [Read more...] about Randomized Ensembled Double Q-Learning: Learning Fast Without a Model

Looking to launch a business this year? Welcome to our list of the best small business opportunities for 2020, chosen from across a variety of industries. To make the list, these businesses must:Have the potential to be profitable now and for many years in the futureBe resilient in uncertain economic timesNot require a Ph.D. or decades of experience. Some require trade school … [Read more...] about The Best Small Business Opportunities for 2021

Photo by Andy Kelly on UnsplashBefore digging deep, let’s first understand the meaning of sentiment analysis in a machine learning context. It is also known as emotion AI or opinion mining.In simple words, it is a section of Natural Language Processing in which we categorise a patch of text into various kinds of emotion (like anger, love, hate, etc.).Image from wikipediaRNN is … [Read more...] about Sentiment Analysis with LSTM in PyTorch Framework

A StoryPhoto by Jason Leung on UnsplashOver the years, gradually the tales of the future, passed on generations to generations. The one thing common in them was evolution. It started off as the evolution of human beings and their creations and eventually the evolution of the one creation in particular, ‘The Robots’, which was soon to take over mankind. Today those tales had … [Read more...] about Reversal

MongoDB (NoSQL database)NoSQL refers to non-SQL or non-relational database design. NoSQL also provides an organized way of storing data but not in tabular form.There are several NoSQL databases used in the data science ecosystem. In this article, we will be using MongoDB which stores data as documents. A document in MongoDB consists of field-value pairs. Documents are organized … [Read more...] about Group by in Pandas, SQL, and NoSQL