optimization

Hands-On Optimization Using Genetic Algorithms, with Python

Here’s a full guide on genetic algorithms, what they're, and how you can use themProceed reading on Towards Data Science »

Linear Programming Optimization: The Simplex Method

Part 3: The algorithm under the hoodUp until now, this series has covered the fundamentals of linear programming. In this text, we're going to move from basic concepts into the main points under the...

From Theory to Practice with Particle Swarm Optimization, Using Python

There may be a joke that cracks me up:“Did that, before the clock was invented, people needed to actively roam around and ask people the time?”There may be obviously no need to clarify...

Direct Preference Optimization: A Complete Guide

import torch import torch.nn.functional as F class DPOTrainer: def __init__(self, model, ref_model, beta=0.1, lr=1e-5): self.model = model self.ref_model =...

Meta’s LLM Compiler: Innovating Code Optimization with AI-Powered Compiler Design

The search for efficiency and speed stays vital in software development. Every saved byte and optimized millisecond can significantly enhance user experience and operational efficiency. As artificial intelligence continues to advance, its ability to...

ORPO: Preference Optimization without the Supervised Positive-tuning (SFT) Step

A less expensive alignment method performing in addition to DPOThere are actually many methods to align large language models (LLMs) with human preferences. Reinforcement learning with human feedback (RLHF) was one in all the...

Transformer architecture introduced in spacecraft docking…”Trajectory calculation as an alternative of language generation”

Research results show that the synthetic intelligence (AI) architecture, which is the idea of 'ChatGPT', will be used for docking tasks that match the orbits and adjust the speed to attach the entrances and...

The State of Cloud Optimization 2024: Comprehensive Insights

In today's rapidly evolving cloud landscape, reducing cloud costs while enhancing application performance has change into a critical priority for each established enterprises and fast-growing digital native businesses.The “State of Cloud Optimization 2024” report...

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