This article presumes that you are unreasonably fascinated by the mathematical world of deep learning. You want to dive deep into the math of deep learning to know what’s actually going under the hood.
With the rapid development of deep learning, an entire host of neural network architectures have been created to address a wide variety of tasks and problems.
The Intuition Behind the Neural Network’s Favorite Function. Almost anyone who has worked with neural networks has used the ReLU function.
7 Reason to Build your AI/ML Project on Alibaba Cloud Container Service for Kubernetes (ACK). As data scientists, we often face some challenges running an AI/ML project at scale. So, let’s see the benefits of ACK to overcome them.
One particular and fascinating technique is quantization, which replaces floating points with integers inside the network. In this post, we are going to see why they work and how can you do this in practice.
The purpose of this project is to build and evaluate Recurrent Neural Networks(RNNs) for sentence-level classification tasks. Let's understand about recurrent neural networks for multilabel text classification tasks.
Detecting fraud transactions using Encoder-Decoder Architecture. We use a dataset credit card fraud detection by the ULB machine learning group. The dataset contains 28 anonymized variables, 1 “amount” variable, 1 “time” variable, and 1 target variable — Class. The variables are anonymized to protect the privacy of the customers as the dataset is in the public domain.
Ever hear the saying “the customer is always right”? Businesses recognize the importance of customer opinion and the impact it has on the sales of their goods and services.
Comparitech’s Paul Bischoff found that Amazon’s facial recognition platform misidentified an alarming number of people, and was racially biased.
Enhance Performance with Minimal Effort. This One Trick Can Make Your Code 17 Times More Efficient. Everyone wishes their code was more efficient — here’s the implementation and why of a simple trick that requires minimal effort but drastically improves performance. Consider the Mandelbrot Set, a fascinating mathematical phenomena involving bit operations, recursion, and imaginary numbers. Because it’s such a complicated and computationally diverse function, it is a great case study on how to improve efficiency.
A story of how a software developer built a chatbot to help manage a stock portfolio. Powered by free Microsoft tools such as LUIS, Bot
While machine learning is impacting organizations around the world, some are driving forward the real-world applications of innovative AI. Check out these interesting companies to watch for exciting new progress this year.
From search engines and sentiment analysis to virtual assistants and chatbots, there are numerous areas of research within machine learning that require text annotation tools and services. In this post, you'll see 10 Best Text Annotation Services and Tools
Cahlen Humphreys and Tiffany Chang discuss why Enfuse.io chose Apache Geode and Pivotal Cloud Cache for their data processing needs.
You Don’t Understand Neural Networks Until You Understand the Universal Approximation Theorem. The Proof Behind the Neural Network’s Power
In 2012, Harvard Business Review declared the role of Data Scientist to be “the sexiest job of the 21st century.” Glassdoor added fuel to the fire in 2016 by listing data scientist at number one.
Everyone forgets the most crucial link. With so much hype around AI and ML and how it is gonna revolutionalize everything around you, there is a very crucial link people tend to miss out for it to happen. And that is Internet-of-Things or simply IoT.
How Can We Eliminate Bias From AI Algorithms? The Pen-testing Manifesto. Apple, Goldman Sachs and Wisconsin state have been accused of using biased AI. Can we guarantee AI is free from biases, racism, and prejudice?
If your model is not performing at the level you believe it should be performing, you’ve come to the right place! This reference article will detail common issues and solutions in model building.