We present a novel GPU level set segmentation algorithm that is both work-efficient and step-efficient. Our algorithm: (1) has linear work-complexity and logarithmic step-complexity, both of which depend only on
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In machine learning, an epoch is a complete iteration through the entire training dataset during model training. It’s a critical component in the training process as it enables the model to update its parameters based on the optimization algorithm and loss function used to minimize the error. ...
Computers are good at following instructions, i.e., sequences of steps to execute a task. If we give a computer steps to execute a task, it should easily be able to complete it. The steps are nothing but algorithms. An algorithm can be as simple as printing two numbers or as difficult...
More specifically, machine learning creates an algorithm or statistical formula (referred to as a “model”) that converts a series of data points into a single result. ML algorithms “learn” through “training,” in which they identify patterns and correlations in data and use them to provid...
The Proof of Authority (PoA) consensus algorithm is a more efficient and scalablealternativeto the power-hungry and less scalable PoW algorithm. Furthermore, in PoA, block validators stake their reputation and identities rather than coins, making the system more secure than PoS. ...
organizations could consider transitioning to modern algorithms. For instance, ECC offers similar security levels with smaller key sizes and improved efficiency.The Diffie-Hellmanalgorithm is another alternative that is generally more efficient than RSA in terms of key exchange, especially for quickly esta...
be stored in the system doubles. With just a few dozen qubits, quantum computers exceed the storage capacity of the most efficient classical computers. In combination with entanglement, which makes it possible to compute on all these states at the same time, it becomes quite an efficient system...
PageRank is part of Google’s algorithm. It surveys the relationships between websites and the content they link to. This ranking system was one of the original ways Google determined its search engine results and remains an important part of SEO marketing strategy. By earning links from respect...
TheGPU-accelerated XGBoostalgorithm makes use of fast parallel prefix sum operations to scan through all possible splits, as well as parallel radix sorting to repartition data. It builds a decision tree for a given boosting iteration, one level at a time, processing the entire dataset concurrentl...