Web Class: Introduction to Optical Flow

Transcript Part 1 Hello everybody, my name is Mohit Deshpande, and in this course we’ll be building an app that can track objects through video and actually determine what their speed is based on certain properties of our camera. So we’ll be able to build this. And I’ve shown this visualization here. You can see … Read moreWeb Class: Introduction to Optical Flow

Web Class: How to Process Video Frames using OpenCV and Python

Transcript Hello everybody, my name is Mohit Deshpande and in this video, we’re going to start building our app. Actually, before we really get into our app, we first have to discuss something really important. And that is, how do we actually look at video in terms of images? One way to think about it … Read moreWeb Class: How to Process Video Frames using OpenCV and Python

Web Class: An Introduction to Neural Networks

Transcript Part 1 Hello everybody. My name is Mohit Deshpande. And before we get into our main topic of neural networks, I first wanna talk a little bit about where they come from. In this video, I just wanna very briefly just go over kind of the inspiration for neurons, and this topic of neural … Read moreWeb Class: An Introduction to Neural Networks

Machine Learning Mini-Degree

Master Machine Learning with Python and Tensorflow. Craft Advanced Artificial Neural Networks and Build Your Cutting-Edge AI Portfolio. The Machine Learning Mini-Degree is an on-demand learning curriculum composed of 6 professional-grade courses geared towards teaching you how to solve real-world problems and build innovative projects using Machine Learning and Python. Learn and understand the fundamentals necessary to build the next … Read moreMachine Learning Mini-Degree

Web Class: Introduction to AI

Transcript In this video I just need to introduce the concept of what artificial intelligence and machine learning to then help give some background information. So first of all what is artificial intelligence and why do we actually need it? And so to kind of think of this case, you have to accept the fact that the computers are actually really dumb … Read moreWeb Class: Introduction to AI

Free E-book – Deep Learning with Python for Human Beings

We are excited to announce that we have just released a comprehensive new intermediate-level eBook on Machine Learning! Written by computer science researcher Mohit​ ​Deshpande, this eBook is guaranteed to give you that more advanced outlook in this exciting field. The concepts covered in this book build on top of our previous entry-level Machine Learning … Read moreFree E-book – Deep Learning with Python for Human Beings

Free Ebook – Machine Learning For Human Beings

Machine Learning Fundamentals

We are excited to announce the launch of our free ebook Machine Learning for Human Beings, authored by researcher in the field of computer vision and machine learning Mohit Deshpande, in collaboration with Pablo Farias Navarro, founder of Zenva. In over 100 pages you will learn the basics of Machine Learning – text classification, clustering and even face recognition … Read moreFree Ebook – Machine Learning For Human Beings

Supervised Learning – Using Decision Trees to Classify Data

One challenge of neural or deep architectures is that it is difficult to determine what exactly is going on in the machine learning algorithm that makes a classifier decide how to classify inputs. This is a huge problem in deep learning: we can get fantastic classification accuracies, but we don’t really know what criteria a … Read moreSupervised Learning – Using Decision Trees to Classify Data

Advanced Recurrent Neural Networks

Recurrent Neural Networks (RNNs) are used in all of the state-of-the-art language modeling tasks such as machine translation, document detection, sentiment analysis, and information extraction. Previously, we’ve only discussed the plain, vanilla recurrent neural network. We’ll be discussing state-of-the-art models that are used by companies like Google, Amazon, and Microsoft for language tasks. We’ll first … Read moreAdvanced Recurrent Neural Networks

Understanding Advanced Convolutional Neural Networks

Convolutional Neural Networks (CNNs) are used in all of the state-of-the-art vision tasks such as image classification, object detection and localization, and segmentation. Previously, we’ve only discussed the LeNet-5 architecture, but that hasn’t been used in practice for decades! We’ll discuss some more modern and complicated architectures such as GoogLeNet, ResNet, and DenseNet. These are … Read moreUnderstanding Advanced Convolutional Neural Networks

Tutorials on game, web and mobile app development