Power Analysis
A hypothesis test for statistical power will help detect the probability of an effect. You can only spot the true effect if available. With confidence in the conclusion from the study’s outcome, you can calculate and report the power after completing the experiment. The analysis is an imperative tool to evaluate the sample size and […]
Generative Adversarial Networks
In this article, you will learn about generative adversarial networks or GANs. Generative adversarial networks are the generative modeling approach for deep learning techniques. This example for GANs includes convolutional neural networks. Generative modeling is a machine learning task for unsupervised learning. It includes learning the regularities, automatic discoveries, or patterns as input data. This […]
Transfer Learning
As the datasets increase drastically, we are developing skills to enhance the way we train deep neural networks. This helps data scientists map the inputs and outputs while labeling huge amounts of data. This data includes label predictions, sentences, images, etc. We are still unable to generalize the differences between conditions that help train the […]
Federated Learning
As experts look into the future advancements that can benefit the world, they are emphasizing data privacy. As artificial intelligence is developing the ability to mimic behavior patterns, we will soon be able to transfer data such as medical ultrasound imaging throughout the world. This will help machine-learning algorithms enhance people’s experience, as well as […]
Interpretability in Machine Learning
“Interpretability” refers to the extent to which you can understand the reasoning behind a decision. On the other hand, Machine Learning allows a computer to improve its decisions based on the data it gathers. Thus, it creates a machine learning model that keeps enhancing the code of patterns and algorithms from data. Interpretability in Machine […]
Machine Learning in Julia
Python, no doubt, is the leading coding language in machine learning. Due to its immense popularity, it can help you perform numerous tasks and activities. Apart from Python, Julia is available for developers who want well-established and unique machine learning projects. You can perform numerous activities and design algorithms for statistics, predictive modeling, and visualization, […]
Q-Learning
While training a pet, you reward them with every correct response. You can follow the same reward-based training for software or robot, so the program effectively performs tasks. Reinforcement learning is a unique artificial intelligence technique that enables you to train your machines with the help of a machine learning algorithm. Let’s start the Q-learning […]
PyMC3
While watching the news, you’ve probably come across weather forecasts stating that the chances of snowfall are 75%. Have you ever wondered how they come up with this percentage? Or do you know what they mean? These are complicated statements, especially from the perspective of frequentist. You may find it difficult to explain whether snow […]
GPT 3
GPT 3 or generative pre-trained transformer includes deep learning processes, and you can generate human-like text as output from this language model. GPT 3 has become a very popular NLP or natural language processing that helps produce stories, codes, and poems other than text. GPT 3 is a new and advanced technology that recently came […]
Improving AI and ML-Based Medical Image Analysis
The medical imaging technique is not new, and doctors use them to diagnose various diseases of the heart, brain, and other body parts. However, Artificial Intelligence and machine learning are further advancing medical imaging techniques. These tools enable the medical field with automation and increase accurate productivity analysis for better treatment. Doctors can diagnose patients […]