Word-level Language Modeling vs Character-level Language Modeling

Nowadays Character-Level Language Modeling gets a lots of attention for better Language Understanding Tasks. Here I simply describes a comparative understanding of Character-level and Word-level Language Understanding. Word-level Language Modeling refers to considering words as the building blocks of the textual information. In a semantic space , like in a word embedding space the words…

Bangla Handwritten Character Recognition using Deep Neural Network in R

A deep neural network (DNN) is an artificial neural network (ANN) with multiple hidden layers of units between the input and output layer.  DNN can learning complex non-linear relationship between input patterns and can generate compositional models where the input data(iamges)   is expressed as a layred composition. Stack Auto-Encoder is one kind of Simple Neural…

NAT Traversal

The Internet technology has brought rapid changes in data communication. Data communication covers the range of File Sharing , Voice Call, Instant Messaging etc. For data transmission over internet between  the sender host to receiver host , NAT Traversal plays an important rule to discover the packet routing path from sender to receiver host. When…

Adaptive layout with UITableView

In this article , we see how we can use Custom UITableViewcell and  avoid manual calculation of height’s of Cell when  cell structure  is complex by containing variable size  elements like UILabel, UITextView etc. 1.Create a Project AppStoreDemo. 2. Go to Storyboard , Take a UISearchBar and a UITableView. UITableView just below the UISearchBar. Define…

Machine Learning: Fundamental Concepts

Machine Learning is a subject which deals with an intelligent  system   which can prove it can learn by providing expected evidence when it is presented to a testing purpose . What is learning ? Learning is a process which grows a special knowledge about a thing and a general idea about its behavior like…

Adaptive Layout and Size Classes in iOS8

Adaptive Layout Adaptive Layout comes in iOS8, an exciting feature for designing interfaces for iOS developers . It reduces the complexity and overhead to design interfaces separately for iPhones different sizes and iPads .  It includes  Auto Layout , Size Classes , Adaptive Font   etc. Size classes gives different sizes and screen for multiple devices…