AWS Machine Learning

JULY 31, 2023

Visualization and metrics – Visualize the 3D structure with the py3Dmol library as an interactive 3D visualization. When starting an estimator job, SageMaker mounts the FSx for Lustre file system to the instance file system, then starts the script. The job logs are kept in Amazon CloudWatch for monitoring.

Scripts 90

Scripts Construction Metrics Management 90

NobelBiz

SEPTEMBER 12, 2023

For call centers, metrics provide insights that shape strategies and determine operational efficiency. Among these metrics, the “Talk” metric stands out as a vital instrument. Understanding the Average Talk Time metric Average Talk Time represents the actual duration an agent spends conversing with a customer.

Metrics 52

Metrics Call Center Outbound sales Contact Center 52

AWS Machine Learning

OCTOBER 2, 2023

With this format, we can easily query the feature store and work with familiar tools like Pandas to construct a dataset to be used for training later. We can follow a simple three-step process to convert an experiment to a fully automated MLOps pipeline: Convert existing preprocessing, training, and evaluation code to command line scripts.

Scripts 119

Scripts Construction Engineering APIs 119

AWS Machine Learning

NOVEMBER 22, 2024

This is recommended if you’d like to visualize model training specific metrics. git clone [link] $ cd 15_mixtral_finetune_qlora The 15_mixtral_finetune_qlora directory contains the training scripts that you might need to deploy this sample. Request a service quota at Service Quotas for 1x ml.p4d.24xlarge 24xlarge on Amazon SageMaker.

Scripts 65

Scripts APIs Construction Engineering 65

AWS Machine Learning

MAY 10, 2023

It provides a suite of tools for visualizing training metrics, examining model architectures, exploring embeddings, and more. Solution overview A typical training job for deep learning in SageMaker consists of two main steps: preparing a training script and configuring a SageMaker training job launcher. x_test / 255.0 x_test / 255.0

Scripts 86

Scripts Metrics Construction APIs 86

Callminer

JANUARY 18, 2021

Encourage agents to cheer up callers with more flexible scripting. “A 2014 survey suggested that 69% of customers feel that their call center experience improves when the customer service agent doesn’t sound as though they are reading from a script. They are an easy way to track metrics and discover trends within your agents.

Best practices 226

Best practices Call Center Contact Center Scripts 226

CSM Magazine

APRIL 9, 2024

Process Discovery Algorithms : Algorithms like Alpha Miner and Heuristics Miner automatically construct process models from event data. Performance Analysis : Metrics such as throughput, cycle time, and resource utilization are essential for process optimization. Organizations collect data from various sources (e.g.,

Construction 52

Construction Scripts Metrics 52

SoliCall

AUGUST 2, 2023

Implement a robust performance feedback system to provide agents with constructive feedback. 3- Clear Performance Metrics. Set clear performance metrics and key performance indicators (KPIs) that align with your call center’s objectives. 4- Quality Assurance Programs. 6 – Continuous Skill Development.

Call Center 52

Call Center First call resolution Construction call center software 52

AWS Machine Learning

APRIL 19, 2024

The Kubernetes semantics used by the provisioners support directed scheduling using Kubernetes constructs such as taints or tolerations and affinity or anti-affinity specifications; they also facilitate control over the number and types of GPU instances that may be scheduled by Karpenter.

Metrics 125

Metrics APIs Scripts Construction 125

AWS Machine Learning

AUGUST 10, 2023

SageMaker services, such as Processing, Training, and Hosting, collect metrics and logs from the running instances and push them to users’ Amazon CloudWatch accounts. One example is performing a metric query on the SageMaker job host’s utilization metrics when a job completion event is received. aws/config.

Scripts 90

Scripts Accountability Metrics APIs 90

AWS Machine Learning

JANUARY 19, 2024

The goal of NAS is to find the optimal architecture for a given problem by searching over a large set of candidate architectures using techniques such as gradient-free optimization or by optimizing the desired metrics. The performance of the architecture is typically measured using metrics such as validation loss. training.py ).

Metrics 122

Metrics Scripts Benchmark Enterprise 122

Vistio

JULY 1, 2024

Theoretical Knowledge vs. Practical Application: Training programs are often rich in theoretical knowledge, focusing on company policies, product details, and scripted interactions. Despite having undergone extensive training, the fear of making mistakes, dealing with irate customers, or failing to meet performance metrics looms large.

Contact Center 52

Contact Center Coaching Construction Scripts 52

AWS Machine Learning

NOVEMBER 22, 2023

Training script Before starting with model training, we need to make changes to the training script to make it XLA compliant. We followed the instructions provided in the Neuron PyTorch MLP training tutorial to add XLA-specific constructs in our training scripts. These code changes are straightforward to implement.

Scripts 116

Scripts Engineering Best practices Construction 116

AWS Machine Learning

AUGUST 30, 2023

For a quantitative analysis of the generated impression, we use ROUGE (Recall-Oriented Understudy for Gisting Evaluation), the most commonly used metric for evaluating summarization. This metric compares an automatically produced summary against a reference or a set of references (human-produced) summary or translation.

Healthcare 134

Healthcare APIs Metrics Scripts 134

JustCall

JULY 29, 2021

Sales managers can also use call recordings in building powerful sales scripts, and pitches. Call center metrics give you a holistic view of how your agents are performing. Is there a winning cold calling script I can use?". Managers can tap into sales metrics derived using reliable tools and technology.

Coaching 86

Coaching Sales Scripts Construction 86

AWS Machine Learning

MAY 30, 2024

The company’s Data & Analytics team regularly receives client requests for unique reports, metrics, or insights, which require custom development. Business metadata can be constructed using services like Amazon DataZone. Similarly, Amazon Bedrock metrics are available by navigating to Metrics , Bedrock on the CloudWatch console.

Real estate 129

Real estate APIs Metrics Construction 129

AWS Machine Learning

NOVEMBER 25, 2022

Defining the right objective metric matching your task. We use the XGBoost algorithm, one of many algorithms provided as a SageMaker built-in algorithm (no training script required!). Collects metrics and logs. If you want to write your own training script, then stay tuned, we’ve got you covered in our next post!

Scripts 89

Scripts APIs Metrics Construction 89

Interaction Metrics

DECEMBER 8, 2023

Customer Feedback Goals Before you jump into capturing feedback, most experts (including my company, Interaction Metrics) will encourage you to outline answers to these questions first: What part of the customer journey do you need to improve? Choose a particular aspect of the customer journey and focus on that. Most likely, they will.

Feedback 62

Feedback Construction Surveys Metrics 62

AWS Machine Learning

SEPTEMBER 20, 2024

L1 constructs, also known as AWS CloudFormation resources, are the lowest-level constructs available in the AWS CDK and offer no abstraction. Currently, the available Amazon Bedrock AWS CDK constructs are L1. Test the agent To test the deployed agent, a Python script is available in the test/ folder.

APIs 105

APIs Chatbots Construction Engineering 105

AWS Machine Learning

NOVEMBER 21, 2022

Evaluate model performance on the hold-out test data with various evaluation metrics. To run inference on this model, we first need to download the inference container ( deploy_image_uri ), inference script ( deploy_source_uri ), and pre-trained model ( base_model_uri ). Fine-tune the pre-trained model on a new custom dataset.

Scripts 84

Scripts Metrics APIs Healthcare 84

Interaction Metrics

AUGUST 14, 2024

For a construction company handling customer service calls, the quality of information is the most important: customers want to know what products are in stock, when they can pick them up or have them delivered, and specifics about products and applications. Our Model Answers are more than scripted responses.

Consulting 62

Consulting Consulting Customer Service Surveys 62

AWS Machine Learning

OCTOBER 27, 2022

The quick way to identify a CPU bottleneck is to monitor CPU and GPU utilization metrics for SageMaker training jobs in Amazon CloudWatch. You can access these views from the AWS Management Console within the training job page’s instance metrics hyperlink. Pick the relevant metrics and switch from 5-minute to 1-minute resolution.

Scripts 81

Scripts Benchmark Metrics Transportation 81

Hodusoft

MAY 29, 2024

It offers advisory services, research, and user reviews over 300 market categories, which include medical, CRM, HR, construction, business intelligence, and marketing automation, and, of course, call and contact center software solutions. Call recordings are securely stored and easily accessible for playback and review by authorized users.

Interactive Voice Response 52

Interactive Voice Response Contact center software CRM Contact Center 52

AWS Machine Learning

OCTOBER 23, 2023

The features are produced via a standard feature engineering step, which includes calculating popularity metrics for job roles and companies, establishing context similarity scores, and extracting interaction parameters from previous user engagements. This provides a metric of how attractive a particular job or company might be.

Engineering 115

Engineering Metrics Scripts Construction 115

AWS Machine Learning

AUGUST 11, 2022

Additionally, it’s challenging to construct a streaming data pipeline that can feed incoming events to a GNN real-time serving API. For more details on preparing the graph data for training GNNs, refer to the Feature extraction and Constructing the graph sections of the previous blog post. FD_SL_Process_IEEE-CIS_Dataset.ipynb.

Construction 94

Construction APIs Accountability Scripts 94

Quality Contact Solutions

OCTOBER 4, 2022

8 Key Metrics Telemarketing Companies Need To Evaluate Performance. These include automated dialers making your calls, rather than dialing each phone number manually, and teams specializing in lead generation, scripting, and reports. It would be a shame to continue investing in a lead generation strategy offering little to no return.

Best practices 111

Best practices Telemarketing outsourcing B2B 111

NobelBiz

MARCH 14, 2022

These metrics will be used to assess the performance of your outbound strategy. Outbound call scripts are important but are they vital? Scripts can assist outbound agents in better remembering information, avoiding mistakes, and being consistent. Think of scripts as a guide instead of a map. What does that entail?

Contact Center 52

Contact Center Scripts Average Handle Time Cloud contact 52

Customer Relationship Metrics

JULY 26, 2017

The reasons behind millennials’ desire to enhance their skills and to further their careers is a great opportunity when a constructive process exists. Organizations must create performance management and employee development programs that use customer relationship metrics to drive their service delivery. In the Early Years.

Contact Center 211

Contact Center Calibration Construction Customer centricity 211

Quality Contact Solutions

JUNE 24, 2021

So it is time for call centers to flip the script and change that perception. To offer constructive feedback, you need to understand where your agents are struggling and how they could improve. Check out inbound and outbound call center KPIs to discover the metrics that are most important to you. Focus on internal communication.

Call Center 89

Call Center Customer Experience Telemarketing Best practices 89

AWS Machine Learning

OCTOBER 8, 2024

The test dataset is used to evaluate the performance of the trained model and compute various loss metrics, such as mean absolute error (MAE) and root-mean-squared error (RMSE). The processing script ( evaluation.py ) is specified here, which will compute evaluation metrics based on the model’s predictions and the true labels.

Metrics 95

Metrics APIs Sales Accountability 95

Fonolo

APRIL 5, 2022

Their day-to-day work is riddled with angry customers, monotonous scripts, and constant problem-solving. Building up performance metrics; delivering KPI reports. A call center leader should deliver encouragement and constructive criticism in a way that helps the agent grow. Why Investing in the Right Leader is Critical.

Call Center 99

Call Center Contact Center Gamification Construction 99

JustCall

MARCH 6, 2023

To be effective, feedback and coaching should be specific, timely, and delivered in a constructive and supportive manner. Call monitoring and evaluation: Regularly monitoring and evaluating agent performance can help identify areas for improvement and provide constructive feedback.

Coaching 52

Coaching Call Center Scripts Construction 52

AWS Machine Learning

SEPTEMBER 28, 2023

For more information about a multimodal version of this solution, refer to The science behind NFL Next Gen Stats’ new passing metric. The model with the best accuracy metric is uploaded to the model registry. The result is the selection of the best model based on the specified model metric, which is RMSE.

Engineering 116

Engineering Metrics Construction Government 116

Callminer

JULY 23, 2019

Lack of Confidence: Some managers are great at meeting metrics and making schedules. Tools like interaction analytics can help call center managers identify relevant issues and deliver precise, targeted feedback to agents and have a more direct impact on metrics like call handling time. Don’t forget the basics.

Best practices 140

Best practices Feedback Call Center Coaching 140

AWS Machine Learning

SEPTEMBER 18, 2023

The combination of Ray and SageMaker provides end-to-end capabilities for scalable ML workflows, and has the following highlighted features: Distributed actors and parallelism constructs in Ray simplify developing distributed applications. In the following code, the desired number of actors is passed in as an input argument to the script.

Scripts 125

Scripts APIs Government Construction 125

JustCall

MARCH 22, 2022

Sales coaching provides a space for managers and leaders to point out gaps in an agent’s performance and deliver constructive feedback. Sales managers can also use call recordings in building powerful sales scripts, and pitches. Call center metrics give you a holistic view of how your agents are performing. Knowledge Sharing.

Coaching 52

Coaching Sales Scripts Construction 52

Tethr

JULY 21, 2020

They also discovered that it drives more constructive and results-driven coaching enabling them to be better equipped to measure agent performance in their company. By measuring the agent performance metrics that actually matter to their business, companies see tangible results. Overhaul call center QA for good.

Coaching 69

Coaching Construction Upselling Scripts 69