Accelerating Mixtral MoE fine-tuning on Amazon SageMaker with QLoRA
Companies across various scales and industries are using large language models (LLMs) to develop generative AI applications that provide innovative…
Category: Machine Learning
Mastering the Art of Hyperparameter Tuning: Tips, Tricks, and Tools
Mastering the Art of Hyperparameter Tuning: Tips, Tricks, and ToolsImage by Anthony on Pexels Machine learning (ML) models contain numerous…
Instance-Optimal Private Density Estimation in the Wasserstein Distance
Estimating the density of a distribution from samples is a fundamental problem in statistics. In many practical settings, the Wasserstein…
Unify structured data in Amazon Aurora and unstructured data in Amazon S3 for insights using Amazon Q
In today’s data-intensive business landscape, organizations face the challenge of extracting valuable insights from diverse data sources scattered across their…
5 Tips for Avoiding Common Rookie Mistakes in Machine Learning Projects
5 Tips for Avoiding Common Rookie Mistakes in Machine Learning ProjectsImage by Editor | Ideogram & Canva It’s easy enough…
Recurrent Drafter for Fast Speculative Decoding in Large Language Models
We present Recurrent Drafter (ReDrafter), an advanced speculative decoding approach that achieves state-of-the-art speedup for large language models (LLMs) inference.…
Considerations for addressing the core dimensions of responsible AI for Amazon Bedrock applications
The rapid advancement of generative AI promises transformative innovation, yet it also presents significant challenges. Concerns about legal implications, accuracy…
A Practical Guide to Choosing the Right Algorithm for Your Problem: From Regression to Neural Networks
A Practical Guide to Choosing the Right Algorithm for Your Problem: From Regression to Neural NetworksImage by Editor | Ideogram…
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs
Translating text that contains entity names is a challenging task, as cultural-related references can vary significantly across languages. These variations…
Import data from Google Cloud Platform BigQuery for no-code machine learning with Amazon SageMaker Canvas
In the modern, cloud-centric business landscape, data is often scattered across numerous clouds and on-site systems. This fragmentation can complicate…