Author: Mohit Deshpande

Mohit Deshpande is a student and researcher in the field of computer vision and machine learning at The Ohio State University. He has worked at the Air Force Research Lab in surface reconstruction and 3D mapping, Zenva as a technical writer, and Amazon's research and development organization Amazon Lab126.
An Overview of Reinforcement Learning: Teaching Machines to Play Games

Think back to the time you first learned a skill: driving a car, playing an …
Supervised Learning – Using Decision Trees to Classify Data

One challenge of neural or deep architectures is that it is difficult to determine what …
Advanced Recurrent Neural Networks

Recurrent Neural Networks (RNNs) are used in all of the state-of-the-art language modeling tasks such …
Understanding Advanced Convolutional Neural Networks

Convolutional Neural Networks (CNNs) are used in all of the state-of-the-art vision tasks such as …
Classification with Support Vector Machines

One of the most widely-used and robust classifiers is the support vector machine. Not only …
Dimensionality Reduction

Dimensionality Reduction is a powerful technique that is widely used in data analytics and data …
Recurrent Neural Networks for Language Modeling

Many neural network models, such as plain artificial neural networks or convolutional neural networks, perform …
All About Autoencoders

Data compression is a big topic that’s used in computer vision, computer networks, computer architecture, …
Using Neural Networks for Regression: Radial Basis Function Networks

Neural Networks are very powerful models for classification tasks. But what about regression? Suppose we …
Face Recognition with Eigenfaces

Face recognition is ubiquitous in science fiction: the protagonist looks at a camera, and the camera …