AWS Machine Learning

OCTOBER 2, 2024

Laying the groundwork: Collecting ground truth data The foundation of any successful agent is high-quality ground truth data—the accurate, real-world observations used as reference for benchmarks and evaluating the performance of a model, algorithm, or system. user id 111 Today: 09/03/2024 Certainly! Your appointment ID is XXXX.

Best practices 86

Best practices APIs Metrics Accountability 86

AWS Machine Learning

NOVEMBER 19, 2024

Gain insights into training strategies, productivity metrics, and real-world use cases to empower your developers to harness the full potential of this game-changing technology. Discover how to create and manage evaluation jobs, use automatic and human reviews, and analyze critical metrics like accuracy, robustness, and toxicity.

APIs 79

APIs Enterprise Best practices Government 79

AWS Machine Learning

APRIL 22, 2024

Figure 1: Examples of generative AI for sustainability use cases across the value chain According to KPMG’s 2024 ESG Organization Survey , investment in ESG capabilities is another top priority for executives as organizations face increasing regulatory pressure to disclose information about ESG impacts, risks, and opportunities.

Best practices 119

Best practices Benchmark Transportation Engineering 119

AWS Machine Learning

MAY 17, 2024

What is Mixtral 8x22B Mixtral 8x22B is Mistral AI’s latest open-weights model and sets a new standard for performance and efficiency of available foundation models , as measured by Mistral AI across standard industry benchmarks. making the model available for exploring, testing, and deploying. Therefore, she sold the car for $18,248.33.

APIs 111

APIs Benchmark Personalization Enterprise 111

AWS Machine Learning

AUGUST 26, 2024

From the period of September 2023 to March 2024, sellers leveraging GenAI Account Summaries saw a 4.9% This involves benchmarking new models against our current selections across various metrics, running A/B tests, and gradually incorporating high-performing models into our production pipeline.

Sales 109

Sales Accountability Feedback Metrics 109

Lumoa

FEBRUARY 14, 2024

From lead conversion rates (CVR), click-through rates (CTR), and Net Promoter Scores (NPS), companies use multiple metrics to analyze the effectiveness of their CX strategy. Is your CX strategy up to the task of meeting customers’ expectations going into 2024? One CX software that works well for most companies is Lumoa.

Customer Experience 78

Customer Experience Chatbots SaaS Analytics 78

AWS Machine Learning

SEPTEMBER 11, 2024

In March 2024, AWS announced it will offer the new NVIDIA Blackwell platform, featuring the new GB200 Grace Blackwell chip. Accelerator benchmarking When considering compute services, users benchmark measures such as price-performance, absolute performance, availability, latency, and throughput.

Benchmark 85

Benchmark Banking Analytics Big data 85

AWS Machine Learning

JANUARY 14, 2025

We refer to this approach as assertion-based benchmarking. Here is an example of a scenario and corresponding assertions for assertion-based benchmarking: Goals : User needs the weather conditions expected in Las Vegas for tomorrow, January 5, 2025. Since 2024, Raphael worked on multi-agent collaboration with LLM-based agents.

Finance 91

Finance Benchmark Enterprise Construction 91

Lumoa

APRIL 28, 2024

More than 80% of business leaders see customer experience as a growing priority in 2024. Despite efforts to collect and analyze feedback, employees frequently struggle to pinpoint what affects these metrics. 78% of customers have backed out of a purchase due to a poor customer experience (CX).

Feedback 78

Feedback Consulting Consulting Enterprise 78

Playvox

APRIL 4, 2023

Gartner also predicted that by 2024, this emotional effort will be the top reason customer service reps leave the service center. Agents who aren’t meeting your KPI benchmarks for how many interactions they handle in a shift might be avoiding interactions or too distracted by emotional overwhelm.

Contact Center 78

Contact Center Agent burnout Morale Coaching 78

AWS Machine Learning

OCTOBER 21, 2024

models demonstrate state-of-the-art performance on a wide range of industry benchmarks and introduce features to help you build a new generation of AI experiences. These new models provide enhanced capabilities and broader applicability across various use cases. With a focus on responsible innovation and system-level safety, the Llama 3.2

APIs 128

APIs Scripts Finance Real estate 128

The Petrova Experience

JANUARY 14, 2025

In 2024 alone, hospitality saw a 20% decrease in already troubling customer retention rates. However, attrition is a metric of past performance. Attrition is the metric that confirms one or all of these scenarios occurred. And they continue to struggle to stem the tide. There are many reasons for this. This is important to note.

Customer retention 40

Customer retention Feedback B2C Metrics 40

AWS Machine Learning

APRIL 8, 2024

In January 2024, Amazon SageMaker launched a new version (0.26.0) In this post, we explore the latest features introduced in this release, examine performance benchmarks, and provide a detailed guide on deploying new LLMs with LMI DLCs at high performance. of Large Model Inference (LMI) Deep Learning Containers (DLCs).

Engineering 92

Engineering Calibration APIs Enterprise 92

AWS Machine Learning

DECEMBER 2, 2024

These approaches train a single deep learning model across multiple time series in a dataset—for example, sales across a broad e-commerce catalog or observability metrics for thousands of customers. Transactions on Machine Learning Research (2024). [2] In NeurIPS Track on Datasets and Benchmarks (2021). 2] Hyndman, R.

Benchmark 70

Benchmark Telecommunications Engineering Construction 70

AWS Machine Learning

NOVEMBER 22, 2024

This post and the subsequent code implementation were inspired by one of the International Conference on Machine Learning (ICML) 2024 best papers on LLM debates Debating with More Persuasive LLMs Leads to More Truthful Answers. Refer to the evaluation metrics section for accuracy definition) This continues for N(=3 in this notebook) rounds.

Consulting 84

Consulting Consulting APIs Calibration 84

AWS Machine Learning

NOVEMBER 16, 2023

Enable a data science team to manage a family of classic ML models for benchmarking statistics across multiple medical units. Users from several business units were trained and onboarded to the platform, and that number is expected to grow in 2024. Another important metric is the efficiency for data science users.

Healthcare 98

Healthcare Government Engineering APIs 98

AWS Machine Learning

DECEMBER 13, 2024

With SageMaker JumpStart, you can evaluate, compare, and select foundation models (FMs) quickly based on predefined quality and responsibility metrics to perform tasks such as article summarization and image generation. RAG benchmark Compare the fine-tuned models performance against a RAG system using a pre-trained model.

Analytics 65

Analytics Management Accountability Engineering 65

AWS Machine Learning

JULY 9, 2024

Sonnet currently ranks at the top of S&P AI Benchmarks by Kensho , which assesses large language models (LLMs) for finance and business. For example, there could be leakage of benchmark datasets’ questions and answers into training data. Anthropic Claude 3.5 Kensho is the AI Innovation Hub for S&P Global. Anthropic Claude 3.5

Finance 114

Finance Benchmark industry standards Accountability 114

AWS Machine Learning

DECEMBER 2, 2024

At re:Invent 2024, we are excited to announce new capabilities to speed up your AI inference workloads with NVIDIA accelerated computing and software offerings on Amazon SageMaker. This integration provides a powerful multilingual model that excels in reasoning benchmarks.

Enterprise 96

Enterprise Benchmark Technology APIs 96

AWS Machine Learning

JULY 18, 2024

Specific accounting knowledge that is relevant to the question and the model is not familiar with, such as updated data for 2024. Lili selected Anthropic’s Claude model family for AccountantAI after reviewing industry benchmarks and conducting their own quality assessment. Data relevant to answering the customer's question.

Chatbots 116

Chatbots APIs Accountability Finance 116

AWS Machine Learning

DECEMBER 2, 2024

Today at AWS re:Invent 2024, we are excited to announce the new Container Caching capability in Amazon SageMaker, which significantly reduces the time required to scale generative AI models for inference. To run this benchmark, we use sub-minute metrics to detect the need for scaling. The following table summarizes our setup.

Engineering 82

Engineering APIs Benchmark Technology 82

AWS Machine Learning

DECEMBER 2, 2024

Today at AWS re:Invent 2024, we are excited to announce a new capability in Amazon SageMaker Inference that significantly reduces the time required to deploy and scale LLMs for inference using LMI: Fast Model Loader. To run this benchmark, we use sub-minute metrics to detect the need for scaling. For the LLaMa 3.1

Engineering 89

Engineering Benchmark Enterprise Technology 89