Blog

Benefits of Implementing a Microservices Based Architecture

Open Data Group August 21, 2018
0

Today data scientists use more tools than ever when creating and deploying analytic models. According to Rexer Analytics, the typical data scientist uses an average of 5 tools in their daily job. This variety of tools can provide difficulties for IT later on when trying to deploy the model, especially if the organization uses a monolithic platform that locks the company into a set coding language. Today’s data science tooling was not built for large scale deployment enterprise systems, which is why many organizations are switching to a microservices based architecture.

Read More

How Your Approach to Model Management & Deloyment Can Add Value to Your Business

Open Data Group August 7, 2018
0

Machine learning models have the ability to provide tremendous amounts of value to the companies that utilize them. Models that lead to business and market insights can be an important differentiator for organizations, and can end up being a strategic advantage for the entire business.  Although the value added can be significant, model deployment is a process with many moving parts, including tracking large volumes of machine learning models, managing data science language packages and assets, monitoring the models’ data for training and production, and tracking organizational issues like permissions on each model. This complexity leads to a new trend:  implementing a model management strategy. Model management systems are used to track each model and its assets. A well thought out approach to model management allows organizations to fully leverage their models and differentiate themselves from competitors. Let’s look into the specific ways that an approach to model management can help you keep your deployment process efficient and organized, while saving you valuable time.

Read More

Technical Challenges of Model Deployment

Open Data Group July 25, 2018
0

Deploying analytic models can be a long, slow moving process with many obstacles along the way. Many models are abandoned before they ever make it into production because of inefficiencies that slow down or halt the entire process. To overcome the challenges of model deployment, we need to identify the problems and learn what causes them. Some of the top technical challenges organizations face when trying to deploy a model into production are:

Read More

Designing Your Analytic Development Life Cycle

Open Data Group July 12, 2018
0

It has become clear that analytics are critical intellectual property for the enterprise with the potential to have huge business impacts.  However, the value companies derive from their models may be hindered by lack of a strong analytic development life cycle(ADLC) process.  Without a well conceived analytic development life cycle, models in production may not work to entitlement, and the rate of iteration may be hindered. It is essential to design your analytic development life cycle to create a scalable and efficient downstream pipeline that moves models efficiently from creation to production. 

Read More

Byline: Monetizing your models with machine learning solutions

Open Data Group April 26, 2018
0

Article: Monetizing your models with machine learning solutions, by Stu Bailey, Contributor, InfoWorld

Read More

Key steps to model creation: data cleaning and data exploration

Open Data Group March 1, 2018
0

Article: Key Steps to Model Creation: Data Cleaning & Data Exploration, by Stu Bailey, Contributor, InfoWorld

Read More

How to deploy analytic models into production successfully

Open Data Group January 30, 2018
0

Article: Handing off models from data science to IT, by , Contributor, InfoWorld

Read More

Where are you in your analytic journey?

Open Data Group December 18, 2017
0

Article: The secrets to successfully accomplishing each step in your analytic journey

Read More

Modern IT and Data Science in an Era of Analytic Deployment

Open Data Group November 30, 2017
0

Transitioning from a monolithic platform to a modular approach when building models

Read More

Q&A with IT Briefcase and Stu Bailey

Open Data Group October 18, 2017
0

Solving Complex Organizational Analytics Disconnects with Analytic Deployment Technology. 

Read More