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As industries across the globe pursue digitization across functions, more and more data are being generated and utilized to empower decision making and insight generation. As the volume and complexity of data increases, it is also becoming difficult for traditional machine learning (ML) algorithms to make sense of a large number of variables. The l...

The growing global demand for sustainable and ethical food sources has led to significant advancements in alternative proteins. From plant-based proteins to cellular agriculture and novel fermentation techniques, researchers and industry pioneers are leveraging biotechnology, data analytics, and process optimization to enhance the efficiency and sc...

By 2023, biologics constituted 44% of the therapeutic pipeline, with antibodies and recombinant proteins as leading categories. Nevertheless, advancements in these fields decelerated, with most of the expansion happening in heterologous cell treatments, synthetic nucleic acids, and viruses. The global biologics pipeline will shift toward more compl...

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...

17 Sep 2024  |  Global  |  Market Research

ADAS and AD Sensor Suite Strategies, Europe, 2024 2030

OEMs Strategies Will Drive Transformational Growth by Using LiDAR as a Primary Sensor with Cameras and Imaging Radar to Meet the Rise of Eyes-off Driving

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Key Issues Addressed

The global automotive industry is going through a transformation with the convergence of the connected, autonomous, shared, and electric (CASE) trends. Connectivity and autonomous driving (AD) features are leading this transformation. Globally, OEMs are looking to introduce various advanced driver assistance system (ADAS) features ranging from L0 t...

AI generative design technology is emerging as a transformative tool across various industries, including the automotive sector. The technology tool presents tremendous potential for innovation in automotive design by enabling OEMs to explore multiple design iterations swiftly and cost-effectively to produce more fuel-efficient, lightweight vehicle...

The global small‑molecule CDMO industry is undergoing a structural transformation driven by increasing molecular complexity, patent expiries, cost pressures, and the strategic need to secure resilient pharmaceutical supply chains. Demand is shifting beyond high‑volume commodity generics toward specialized development and manufacturing capabilities ...

This edition of the Life Science, Health & Wellness Technology Opportunity Engine (TOE) provides actionable insights across new developments in prebiotics, immunology, oncology, cell and gene therapies, antibody therapies, and precision medicine approaches. The TOE also encompasses technology advances across the use of AI and ML in drug discovery a...

This edition of the IT, Computing and Communication Technology Opportunity Engine captures developments related to Unified AI robotics, Hybrid GPU cloud and MLOps, Production inference stack, Full-stack reinforcement-learning compute, AI Infrastructure, Computer Vision, Software-Defined Applications, Developer Platform & Cloud Application Deploymen...