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This edition of the Life Science, Health & Wellness Technology Opportunity Engine (TOE) provides a comprehensive overview of breakthrough innovations reshaping biomanufacturing, cell and gene therapy, precision immunotherapy, anti-infectives, and neurotherapeutics across oncology, infectious disease, nephrology, and neurodegenerative disease. It hi...

Africa is emerging as a global growth frontier. The primary reasons supporting its rise are its high GDP growth rate, which exceeds the global average, a rapidly growing young population, and robust domestic and foreign investments in key sectors such as automotive, mining, oil and gas, and agriculture and agro-processing. Rapid urbanization is ano...

Mining chemicals play a pivotal role in enabling efficient, cost-effective, and environmentally sustainable mineral processing. As ore grades decline and environmental regulations tighten, the reliance on chemical solutions to maximize recovery, reduce energy consumption, and lower tailings volumes has grown significantly. This study offers a strat...

29 Jul 2021  |  Global  |  Technology Research

Federated Learning: New Approach to Building AI Models

Leveraging Open Source Tools to Accelerate Technology Development across Organizations and Regions

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Traditional machine learning (ML) models are centralized and involve vast amounts of data. However, both the urgency to guarantee data privacy and to abide by strict regulations imposed across regions have contributed to the emergence of a new and powerful alternative technique, federated learning. Instead of acquiring data from a central server or...

The municipal water and wastewater treatment market in Brazil is experiencing a growth phase, spurred by the recent change in legislation that allows greater participation from the private sector in upcoming bid and tender processes and opens up new growth opportunities. Prior to this legislative change, Brazil was working on a plan to focus its ef...

The convergence of disruptive technologies—particularly Artificial Intelligence (AI), Generative Artificial Intelligence (GenAI), fifth-generation wireless (5G), Internet of Things (IoT), and edge computing—drives growth, innovation, and transformational leadership. The Mobile World Congress (MWC) theme for 2025, "Converge. Connect. Create." unders...

The macroeconomic outlook for South Asia is expected to be relatively strong in 2019 on account of infrastructural development and investments. Nevertheless, the outlook doesn’t look great in terms of even higher growth as a result of a trade war between two economic giants, the United States and China, affecting the region. The growth pattern is d...

A Food Waste Disposer (FWD) is a device, which is usually electrically powered and installed under a kitchen sink between the sink's drain and the trap. It shreds food waste into pieces small enough—generally less than 2 mm (0.079 in)—to pass through plumbing. Increasing per capita income, affordability, dual-income population, space constraint and...

The latest issue of Advanced MedTech Technology Opportunity Engine (TOE) profiles a wide range of innovations from the advanced medical devices, artificial intelligence (AI)-based solutions and diagnostics industry. The issue includes advanced medical devices such as spinal cord stimulation, Bluetooth-enabled transcutaneous continuous glucose monit...