Big Data Management

Tredence Introduces ML Works, a Machine Learning Operations Platform, to Accelerate AI Innovation and Value Realization

Tredence, a leading AI engineering and analytics services company, is driving artificial intelligence innovation with the launch of the cutting-edge machine learning operations platform, ML Works. The community launch will encourage data scientists, developers, and analysts to register and explore ML Works for free. In September, the enterprise version will be out.

Companies around the industry are struggling with AI projects that fail to reach production due to bias in data, algorithms, or the teams in control of them. ML Works is intended to assist companies in resolving complex ML operations challenges by automated workflows, pre-built solutions to monitor model degradation, and code workflow management. Data scientists can use ML Works to shift their emphasis from managing machine learning and reducing risks to augmenting AI innovations.

"AI only adds value when machine learning models are applied in production, which is why we created ML Works to assist enterprises in making the most of their machine learning investments," said Soumendra Mohanty, Tredence's COO and Chief Innovation Officer. "Breakaway companies around the world are focused on accelerating AI-led innovation and faster value realization, and ML Works will assist organizations of all sizes in making that leap."

Tredence created ML Works based on extensive experience managing multiple AI customer engagements to scale thousands of machine learning models, minimize outages, and simplify model monitoring. Furthermore, the platform monitors the health of models to minimize bias and spot irregularities, which can be expensive and disruptive for companies that use AI.

"First and foremost, ML Works is intended to help data scientists enjoy greater efficiencies without having to think about monitoring and managing machine learning models in production," said Sumit Mehra, Tredence's Chief Technology Officer. "This cutting-edge platform will speed the machine learning lifecycle, and will be an industry game-changer."

ML Works includes data drift analysis for continuous monitoring of output model accuracy, personalized metrics, and explainable AI to assist non-technical users with model predictions.

Tredence Studio has added more than 30 AI accelerators to its enterprise-wide emphasis on artificial intelligence innovation, allowing clients to manage market shifts and transform ideas into solutions.

About Tredence

Tredence is a data science and AI innovation firm focusing on solving analytics' last mile problem. The 'last mile is described as the distance between the creation of insights and the realization of value. They have over 800 employees and branches in Palo Alto, Chicago, Toronto, and Bangalore. Some of the leading corporations in retail, CPG, Hi-Tech, Telecom, Travel, and Industrials are among their clients.

Spotlight

Other News
Big Data

Airbyte Racks Up Awards from InfoWorld, BigDATAwire, Built In; Builds Largest and Fastest-Growing User Community

Airbyte | January 30, 2024

Airbyte, creators of the leading open-source data movement infrastructure, today announced a series of accomplishments and awards reinforcing its standing as the largest and fastest-growing data movement community. With a focus on innovation, community engagement, and performance enhancement, Airbyte continues to revolutionize the way data is handled and processed across industries. “Airbyte proudly stands as the front-runner in the data movement landscape with the largest community of more than 5,000 daily users and over 125,000 deployments, with monthly data synchronizations of over 2 petabytes,” said Michel Tricot, co-founder and CEO, Airbyte. “This unparalleled growth is a testament to Airbyte's widespread adoption by users and the trust placed in its capabilities.” The Airbyte community has more than 800 code contributors and 12,000 stars on GitHub. Recently, the company held its second annual virtual conference called move(data), which attracted over 5,000 attendees. Airbyte was named an InfoWorld Technology of the Year Award finalist: Data Management – Integration (in October) for cutting-edge products that are changing how IT organizations work and how companies do business. And, at the start of this year, was named to the Built In 2024 Best Places To Work Award in San Francisco – Best Startups to Work For, recognizing the company's commitment to fostering a positive work environment, remote and flexible work opportunities, and programs for diversity, equity, and inclusion. Today, the company received the BigDATAwire Readers/Editors Choice Award – Big Data and AI Startup, which recognizes companies and products that have made a difference. Other key milestones in 2023 include the following. Availability of more than 350 data connectors, making Airbyte the platform with the most connectors in the industry. The company aims to increase that to 500 high-quality connectors supported by the end of this year. More than 2,000 custom connectors were created with the Airbyte No-Code Connector Builder, which enables data connectors to be made in minutes. Significant performance improvement with database replication speed increased by 10 times to support larger datasets. Added support for five vector databases, in addition to unstructured data sources, as the first company to build a bridge between data movement platforms and artificial intelligence (AI). Looking ahead, Airbyte will introduce data lakehouse destinations, as well as a new Publish feature to push data to API destinations. About Airbyte Airbyte is the open-source data movement infrastructure leader running in the safety of your cloud and syncing data from applications, APIs, and databases to data warehouses, lakes, and other destinations. Airbyte offers four products: Airbyte Open Source, Airbyte Self-Managed, Airbyte Cloud, and Powered by Airbyte. Airbyte was co-founded by Michel Tricot (former director of engineering and head of integrations at Liveramp and RideOS) and John Lafleur (serial entrepreneur of dev tools and B2B). The company is headquartered in San Francisco with a distributed team around the world. To learn more, visit airbyte.com.

Read More