Empowering Engineers and Scientists with AI Solutions
MATLAB offers a comprehensive platform that integrates cutting-edge AI solutions into the design, development, and operationalization of complex engineered systems. This powerful engineering tool enables engineers and scientists to enhance their workflows, create superior AI datasets, develop domain-specific AI models, and rigorously test these models in a holistic system context. By leveraging MATLAB for AI, professionals like Katja Deuschl from Mercedes-Benz have experienced significant efficiency gains, eliminating the need for laborious manual coding processes and reducing errors in AI model development.
Transformative Applications of MATLAB in AI
Engineers and scientists across a wide array of industries—from aerospace and automotive to biotech, energy production, financial services, medical devices, and railway systems—rely on MATLAB to build innovative products and services driven by AI. This versatile platform offers reliable tools that facilitate the rapid integration of AI technologies in various domains, fostering collaboration within and across organizations. MATLAB users can easily create AI models using minimal code, leverage pretrained models, access domain-specific tools and low-code apps, integrate AI techniques with system-level simulations for error reduction, and seamlessly deploy AI models to high-performance systems like edge devices and the cloud. Additionally, MATLAB enables effortless exchange of AI models and design functionality between MATLAB and Python, fostering interoperability and flexibility in AI development.
Advanced AI Capabilities in MATLAB
MATLAB's AI capabilities span across key domains such as deep learning, machine learning, and reinforcement learning. Engineers and scientists can design, simulate, and deploy systems with deep neural networks, train and fine-tune machine learning models for production or edge deployment, and define, train, and deploy reinforcement learning policies to optimize system behaviors. The platform also offers interactive apps for data labeling and processing, pretrained models for quick adaptation, robust modeling tools for predictive analytics, and explainability methods for interpreting AI model predictions with confidence. MATLAB's AI offerings are tailored to support various application workflows, including computer vision, wireless communication, signal processing, predictive maintenance, electrification, robotics, lidar, radar, and control algorithms.
Innovative Applications of AI with MATLAB
MATLAB facilitates the seamless integration of AI into diverse application workflows, ranging from robotics to predictive maintenance and beyond. For example, engineers can utilize computer vision algorithms in MATLAB to automate anomaly detection in images, ensuring quality training data, high prediction accuracy, seamless model integration, and systematic testing. MATLAB also empowers engineers to combine AI with Model-Based Design, enabling them to create AI models of complex nonlinear dynamics, develop embedded algorithms, and validate AI-driven systems through simulation and testing. By leveraging AI with Model-Based Design, professionals can accelerate the design process of intricate systems and ensure the robustness and reliability of AI-driven solutions.
Engagement and Support for the MATLAB AI Community
Explore the vibrant MATLAB AI community to stay up-to-date with the latest news, insights, tutorials, and examples related to AI workflows and applications. Engage with the AI team and community through the AI Blog, AI Tutorials and Examples, and MATLAB Central to share ideas, knowledge, and code. Connect with MathWorks AI experts, such as Johanna and Sivylla, for personalized support and guidance on leveraging MATLAB for AI-driven projects. Additionally, take advantage of the 30-day free trial to experience the full spectrum of AI solutions offered by MATLAB, encompassing deep learning, machine learning, reinforcement learning, and model-based AI design. Join the conversation with MathWorks and accelerate the pace of engineering and science through AI innovation.
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