Edge computing is a way to streamline the flow of traffic from IoT devices and provide real-time local data analysis. The cloud is no longer sufficient to instantaneously process and analyze the troves of data generated — or soon to be generated — by IoT devices, connected cars, and other digital platforms. Enter edge computing. … Continue reading What is Edge computing?
I frequently find myself storing standard Python set objects in DataFrame columns. This usually happens when I have some kind of a tags or labels column for each observation. It can also be the output of a groupby operation where the end result needs to be a list-like (or set-like) object before it's aggregated. Using set operations (union, intersection etc.) can come in handy in … Continue reading Introducing Pandas-Sets: Set-oriented Operations in Pandas
Online Courses Andrew Ng’s Machine-Learning Class on Coursera Geoff Hinton’s Neural Networks Class on Coursera (2012) U. Toronto: Introduction to Neural Networks (2015) Yann LeCun’s NYU Couse Ng’s Lecture Notes for Stanford’s CS229 Machine Learning Nando de Freitas’s Deep Learning Class at Oxford (2015) Andrej Karpathy’s Convolutional Neural Networks Class at Stanford Patrick Winston’s Introduction … Continue reading Deep Learning Resources
To catch a quick idea of a long document, we will always to do a summarization when we read an article or book. In English, the first (or first two) sentence(s) of each article has a very high chance of representing the whole article. Of course, the topic sentence can be the last sentence in … Continue reading Summarize whole paragraph to sentence by Extractive Approach
Lambda function in Python is an anonymous function. They are a short and powerful functional programming technique in Python. Here is a complete tutorial on the concept of Lambda functions. Topics Covered:- 1) What is a Lambda Function? 2) How to write a Lambda function in Python? 3) Why use Lambda functions? 4) How to … Continue reading Lambda Functions in Python
I want to start to tackle two very important questions that we are going to be answering throughout this blog post. The two important questions are: What is Docker? Why do we use Docker? Let’s answer first Why we do use Docker by going through a quick little demo right now. Let’s have a look at this … Continue reading Docker in a Nutshell
What is Natural Language Processing? Natural Language Processing (NLP) helps computers (machines) "read and understand" text or speech by simulating human language abilities. However, in recent years, NLP has grown rapidly because of an abundance of data. Given that more and more unstructured data is available, NLP has gained immense popularity. Prerequisites Python 3.+ Jupyter Notebook Natural … Continue reading Introduction to Natural Language Processing with NLTK