AWS Machine Learning

JUNE 17, 2024

PrestoDB is an open source SQL query engine that is designed for fast analytic queries against data of any size from multiple sources. We use a preprocessing script to connect and query data from a PrestoDB instance using the user-specified SQL query in the config file. For more information on processing jobs, see Process data.

Scripts 106

Scripts Engineering Metrics Big data 106

AWS Machine Learning

OCTOBER 5, 2023

We review the fine-tuning scripts provided by the AWS Neuron SDK (using NeMo Megatron-LM), the various configurations we used, and the throughput results we saw. For example, to use the RedPajama dataset, use the following command: wget [link] python nemo/scripts/nlp_language_modeling/preprocess_data_for_megatron.py

Scripts 107

Scripts Big data Engineering SaaS 107

AWS Machine Learning

FEBRUARY 27, 2024

Model build pipeline The model build pipeline orchestrates the model’s lifecycle, beginning from preprocessing, moving through training, and culminating in being registered in the model registry: Preprocessing – Here, the SageMaker ScriptProcessor class is employed for feature engineering, resulting in the dataset the model will be trained on.

Best practices 120

Best practices Engineering Scripts Analytics 120

AWS Machine Learning

SEPTEMBER 20, 2023

SageMaker Studio allows data scientists, ML engineers, and data engineers to prepare data, build, train, and deploy ML models on one web interface. SageMaker is a comprehensive ML service enabling business analysts, data scientists, and MLOps engineers to build, train, and deploy ML models for any use case, regardless of ML expertise.

Scripts 109

Scripts Engineering Accountability Enterprise 109

AWS Machine Learning

AUGUST 4, 2022

This is a guest post by Viktor Enrico Jeney, Senior Machine Learning Engineer at Adspert. The results data from these jobs are stored in the Amazon S3 analytics layer. The Amazon S3 analytics layer is used to store the data that is used by the ML models for training purposes. Train the model. In the training_script.py

Scripts 99

Scripts Advertising Engineering Analytics 99

NobelBiz

JULY 11, 2022

Scripts are an essential component of every contact center. The correct amount of data and accurate information delivery can yield impressive scripting capabilities. To provide a better customer experience (CX), dynamic agent scripting is required. Table of Contents show What is call center Dynamic Agent Scripting?

Scripts 52

Scripts Call Center Customer Experience Average Handle Time 52

AWS Machine Learning

FEBRUARY 13, 2024

For example, the analytics team may curate features like customer profile, transaction history, and product catalogs in a central management account. ML engineers refine these foundational features, tailoring them for mature ML workflows. Their task is to construct and oversee efficient data pipelines.

Accountability 114

Accountability Government Engineering Scripts 114

SharpenCX

MARCH 25, 2021

Turns out, customer service analytics, including speech analytics, is one of the five technology trends in Gartner’s custom e r experience hype cycle this year. . That’s why I’m diving in on how to use speech analytics to improve coaching and engagement in your call center. . What can speech analytics do for my call center?

Coaching 67

Coaching Call Center Analytics Quality management 67

AWS Machine Learning

MARCH 8, 2023

After the data is downloaded into the training instance, the custom training script performs data preparation tasks and then trains the ML model using the XGBoost Estimator. A Python script to connect to Secrets Manager to retrieve Snowflake credentials. All code for this post is available in the GitHub repo.

Scripts 114

Scripts Accountability Enterprise Management 114

DMG Consulting

JANUARY 24, 2023

Interaction Analytics Helps Companies Hear their Customers View this article on the publisher’s website. INTERACTION analytics (IA) is a must-have solution for enterprises that want to understand and enhance their customer experience. Interaction analytics is the only application that can provide this range of information.

Analytics 62

Analytics Enterprise Quality management Contact Center 62

AWS Machine Learning

MARCH 4, 2024

Media organizations can generate image captions or video scripts automatically. Imagine sophisticated conversational assistants providing fast and highly-contextual responses, picture personalized recommendation engines that seamlessly blend in relevant images, diagrams and associated knowledge to intuitively guide decisions.

Benchmark 135

Benchmark Finance Engineering Enterprise 135

AWS Machine Learning

OCTOBER 28, 2024

Examples include financial systems processing transaction data streams, recommendation engines processing user activity data, and computer vision models processing video frames. A preprocessor script is a capability of SageMaker Model Monitor to preprocess SageMaker endpoint data capture before creating metrics for model quality.

Scripts 89

Scripts Metrics Engineering Analytics 89

AWS Machine Learning

SEPTEMBER 9, 2022

Amp wanted a scalable data and analytics platform to enable easy access to data and perform machine leaning (ML) experiments for live audio transcription, content moderation, feature engineering, and a personal show recommendation service, and to inspect or measure business KPIs and metrics. Business intelligence (BI) and analytics.

Analytics 69

Analytics Engineering Metrics APIs 69

AWS Machine Learning

JUNE 16, 2023

SambaSafety serves more than 15,000 global employers and insurance carriers with driver risk and compliance monitoring, online training and deep risk analytics, as well as risk pricing solutions. They had several skilled engineers and scientists building insightful models that improved the quality of risk analysis on their platform.

Scripts 82

Scripts Engineering Accountability Consulting 82

AWS Machine Learning

NOVEMBER 22, 2024

It enables different business units within an organization to create, share, and govern their own data assets, promoting self-service analytics and reducing the time required to convert data experiments into production-ready applications. This approach was not only time-consuming but also prone to errors and difficult to scale.

Government 80

Government Banking Accountability Engineering 80

AWS Machine Learning

DECEMBER 13, 2024

This post was written with Darrel Cherry, Dan Siddall, and Rany ElHousieny of Clearwater Analytics. About Clearwater Analytics Clearwater Analytics (NYSE: CWAN) stands at the forefront of investment management technology. This approach enhances cost-effectiveness and performance to promote high-quality interactions.

Analytics 65

Analytics Management Accountability Engineering 65

AWS Machine Learning

DECEMBER 6, 2023

This is especially true for questions that require analytical reasoning across multiple documents. This task involves answering analytical reasoning questions. In this post, we show how to design an intelligent document assistant capable of answering analytical and multi-step reasoning questions in three parts.

Analytics 111

Analytics APIs Engineering Construction 111

Tethr

FEBRUARY 14, 2019

Experience Engineering : Low-effort companies know that customer effort is only partially a function of what the customer has to do to get an issue resolved—it’s much more a function of how the customer feels about what they have to do. low-effort companies know that you can’t script your way to victory in this new world.

Customer Experience 84

Customer Experience Scripts Engineering Customer effort 84

AWS Machine Learning

JANUARY 6, 2025

To build an anomaly detection system using such techniques, you need to write custom scripts for processing as well for training. SageMaker provides support for developing scripts by extending in-built algorithm containers, or by building your own custom containers. SageMaker provides Processor classes for both approaches.

Scripts 89

Scripts Metrics Construction Accountability 89

Noble Systems

MAY 20, 2021

Voice Technologies encompass a broad scope, from speech and analytics engines, IVR, and self-service solutions including chatbots, headphones, and voice-activated applications and services that maximize NLP, NLU, NLG, AI, and more. Speech analytics is another branch of speech technologies. Missed part 1? Read it now.).

Technology 98

Technology Interactive Voice Response Analytics Contact Center 98

AWS Machine Learning

MARCH 23, 2023

Homomorphic encryption is a new approach to encryption that allows computations and analytical functions to be run on encrypted data, without first having to decrypt it, in order to preserve privacy in cases where you have a policy that states data should never be decrypted. resource("s3").Bucket Bucket (bucket).Object Object (upload path).upload

Scripts 103

Scripts APIs Government Analytics 103

AWS Machine Learning

JUNE 27, 2023

That is where Provectus , an AWS Premier Consulting Partner with competencies in Machine Learning, Data & Analytics, and DevOps, stepped in. Earth.com didn’t have an in-house ML engineering team, which made it hard to add new datasets featuring new species, release and improve new models, and scale their disjointed ML system.

Engineering 102

Engineering APIs Scripts Entertainment 102

AWS Machine Learning

JANUARY 5, 2024

Wipro further accelerated their ML model journey by implementing Wipro’s code accelerators and snippets to expedite feature engineering, model training, model deployment, and pipeline creation. Next, focus on building the components of the architecture—such as training and preprocessing scripts—within SageMaker Studio or Jupyter Notebook.

Management 119

Management APIs Engineering Government 119

AWS Machine Learning

DECEMBER 21, 2022

Amazon SageMaker Feature Store is a purpose-built feature management solution that helps data scientists and ML engineers securely store, discover, and share curated data used in training and prediction workflows. Apache Iceberg is an open table format for very large analytic datasets. Note you will need to use Athena engine version 3.

Scripts 73

Scripts Engineering APIs Big data 73

AWS Machine Learning

JANUARY 13, 2023

You can place the data in any folder of your choice, as long as the path is consistently referenced in the training script and has access enabled. script converts NumPy arrays into Torch tensors, as shown in the following code snippet. Import the data loader into the training script. Note that FedML provides dataset.py

Analytics 72

Analytics Healthcare Scripts Accountability 72

Spearline

APRIL 23, 2020

The emergence of artificial intelligence (AI), data analytics and visual support have each been significant drivers of innovation in this industry. AI can capture unrefined data around customer interactions and feed this into an analytical engine which can then translate the information and recognize specific sentiments and emotions.

Contact Center 89

Contact Center Interactive Voice Response Scripts Analytics 89

AWS Machine Learning

DECEMBER 14, 2023

This post is co-authored by Anatoly Khomenko, Machine Learning Engineer, and Abdenour Bezzouh, Chief Technology Officer at Talent.com. In line with this mission, Talent.com collaborated with AWS to develop a cutting-edge job recommendation engine driven by deep learning, aimed at assisting users in advancing their careers.

Engineering 90

Engineering Scripts Technology Analytics 90

AWS Machine Learning

MAY 29, 2024

bin/bash # Set the prompt and model versions directly in the command deepspeed /root/LLaVA/llava/train/train_mem.py --deepspeed /root/LLaVA/scripts/zero2.json It sets up a SageMaker training job to run the custom training script from LLaVA. He has over a decade experience in the FinTech industry as software engineer.

Scripts 112

Scripts Healthcare Metrics Finance 112

AWS Machine Learning

JULY 5, 2022

Data Wrangler is a capability of Amazon SageMaker that makes it faster for data scientists and engineers to prepare data for machine learning (ML) applications via a visual interface. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Apply the script (see below). Solution overview.

Scripts 80

Scripts Engineering APIs Consulting 80

AWS Machine Learning

FEBRUARY 29, 2024

At Deutsche Bahn, a dedicated AI platform team manages and operates the SageMaker Studio platform, and multiple data analytics teams within the organization use the platform to develop, train, and run various analytics and ML activities. The AI team does not have AWS Management Console access to the AI platform team’s account.

APIs 108

APIs Construction Transportation Analytics 108

AWS Machine Learning

OCTOBER 14, 2024

Amazon OpenSearch Service is a powerful, highly flexible search engine that allows users to retrieve data based on a variety of lexical and semantic retrieval approaches. This may be useful for later chat assistant analytics. However, it retains the powerful 470 hp V8 engine and has been well-maintained with service records.

Chatbots 109

Chatbots APIs Engineering Healthcare 109

AWS Machine Learning

DECEMBER 13, 2024

This helps with data preparation and feature engineering tasks and model training and deployment automation. Hence, a use case is an important predictive feature that can optimize analytics and improve sales recommendation models. tag = "latest" container_image_uri = "{0}.dkr.ecr.{1}.amazonaws.com/{2}:{3}".format(account_id,

Scripts 68

Scripts Engineering Analytics Sales 68

AWS Machine Learning

JUNE 19, 2024

About the Authors Rushabh Lokhande is a Senior Data & ML Engineer with AWS Professional Services Analytics Practice. He helps customers implement big data, machine learning, analytics solutions, and generative AI solutions. Outside of work, he enjoys spending time with family, reading, running, and playing golf.

APIs 87

APIs Engineering Accountability Big data 87

AWS Machine Learning

FEBRUARY 13, 2024

Each worker then proceeds with the forward and backward pass defined in your training script on each GPU. In our entire partnership, AWS has set the bar on customer obsession and delivering results—working with us the whole way to realize promised benefits.” – Keshav Kumar, Head of Engineering at BigBasket.

Engineering 109

Engineering Gamification Big data Scripts 109

AWS Machine Learning

DECEMBER 29, 2022

You can quickly launch the familiar RStudio IDE and dial up and down the underlying compute resources without interrupting your work, making it easy to build machine learning (ML) and analytics solutions in R at scale. This is a new capability that makes it super easy to run analytics in the cloud with high performance at any scale.

APIs 111

APIs Analytics Engineering Scripts 111

AWS Machine Learning

APRIL 26, 2024

user Write a Python script to read a CSV file containing stock prices and plot the closing prices over time using Matplotlib. The file should have columns named 'Date' and 'Close' for this script to work correctly. If your file uses different column names, you'll need to adjust the script accordingly.

Transportation 109

Transportation Scripts Accountability Benchmark 109

CallSource Insights

MARCH 6, 2019

Search Engine Optimization – better known as SEO – is top of most marketers’ minds nowadays. Dynamic number insertion is a form of call tracking that uses a script that leaves your main business phone number in the background for Google to crawl; DNI displays a unique call tracking number to each user landing on the page.

Engineering 75

Engineering Scripts Best practices Advertising 75