Accelerate Generative AI Inference with NVIDIA NIM Microservices on Amazon SageMaker
This post is co-written with Eliuth Triana, Abhishek Sawarkar, Jiahong Liu, Kshitiz Gupta, JR Morgan and Deepika Padmanabhan from NVIDIA. …
Machine Learning
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Free Tools Every ML Beginner Should Use
Image by Author We have all experienced it: starting is the toughest part of any journey. So getting started in…
On the Benefits of Pixel-Based Hierarchical Policies for Task Generalization
Reinforcement learning practitioners often avoid hierarchical policies, especially in image-based observation spaces. Typically, the single-task performance improvement over flat-policy counterparts…
Secure RAG applications using prompt engineering on Amazon Bedrock
The proliferation of large language models (LLMs) in enterprise IT environments presents new challenges and opportunities in security, responsible artificial…
The Search for the Sweet Spot in a Linear Regression with Numeric Features
Consistent with the principle of Occam’s razor, starting simple often leads to the most profound insights, especially when piecing together…
Positional Description for Numerical Normalization
We present a Positional Description Scheme (PDS) tailored for digit sequences, integrating placeholder value information for each digit. Given the…
Build private and secure enterprise generative AI applications with Amazon Q Business using IAM Federation
Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions…
One Hot Encoding: Understanding the “Hot” in Data
Preparing categorical data correctly is a fundamental step in machine learning, particularly when using linear models. One Hot Encoding stands…
Can You Remove the Downstream Model for Speaker Recognition with Self-Supervised Speech Features?
Self-supervised features are typically used in place of filter-bank features in speaker verification models. However, these models were originally designed…
Migrate Amazon SageMaker Data Wrangler flows to Amazon SageMaker Canvas for faster data preparation
Amazon SageMaker Data Wrangler provides a visual interface to streamline and accelerate data preparation for machine learning (ML), which is…