Computer vision guide adversarial example

Adversarial examples in computer vision Inputs that look normal to a human but cause the neural network to confidently make incorrect predictions. What started as small gradient-based pixel tweaks has expanded to include physically feasible attacks (patches, textures, camouflage) and latent space manipulations targeting internal representations. By early 2026, research was increasingly focused on vision […]

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AI and online health information are booming, but Americans don’t fully trust the information they find

Patients want providers they can trust to help clarify complex medical information Americans are turning to the internet and artificial intelligence (AI) in record numbers to obtain health information. But a new national survey released by the American Nurses Association says many people aren’t sure the information they find is accurate or trustworthy.® (AANP). More […]

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Comprehensive ModelScope implementation guide for searching, inferring, fine-tuning, evaluating, and exporting models

print(“\n📊 MODEL EVALUATION\n”) eval_results = trainer.evaluate() print(” Evaluation Results:”) for key, value in eval_results.items(): if isinstance(value, float): print(f” {key:<25}: {value:.4f}”) from sklearn.metrics import classification_report, confusion_matrix preds_output = trainer.predict(eval_ds) preds = np.argmax(preds_output.predictions, axis=-1) labels = preds_output.label_ids print(“\n Classification Report:”) print(classification_report(labels, preds, target_names=[“NEGATIVE”, “POSITIVE”])) cm = confusion_matrix(labels, preds) fig, ax = plt.subplots(figsize=(5, 4)) im = ax.imshow(cm, cmap=”Blues”) […]

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BMC expands AI-powered mainframe solutions

BMC’s purpose-built AI bridges the mainframe skills gap and unlocks insights when you need them. BMC Software, the AI-era automation company, announced new innovations that bring purpose-built AI to the mainframe tools operators and developers use every day. As experienced mainframe professionals retire and access to expertise becomes more difficult, BMC provides application intelligence and […]

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Quantum AI powers weld inspection and finds defects with greater accuracy

Akshaya Srinivasan and colleagues from RPTU Kaiserslautern Landau have combined quantum and classical computing to improve quality control in industry. They demonstrated two hybrid quantum-classical machine learning approaches for identifying defects in aluminum TIG welding images and compared their effectiveness with traditional deep learning models. In this study, we use convolutional neural networks to simplify […]

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The ACM Computing Award was awarded to Matej Zaharia for his pioneering advances.

In a landmark announcement, the Association for Computing Machinery (ACM) has awarded Matej Zaharia the prestigious ACM Award in Computing for his groundbreaking contributions to distributed data systems and computing infrastructure. Zaharia’s visionary work has fundamentally changed the landscape of large-scale machine learning, data analytics, and artificial intelligence, enabling unprecedented levels of scalability and efficiency […]

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Building intelligent audio search with Amazon Nova Embeddings: A deep dive into semantic audio understanding

If you’re looking to enhance your content understanding and search capabilities, audio embeddings offer a powerful solution. In this post, you’ll learn how to use Amazon Nova Multimodal Embeddings to transform your audio content to searchable, intelligent data that captures acoustic features like tone, emotion, musical characteristics, and environmental sounds. Finding specific content in these […]

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Harvard University launches free courses on AI, data science

Those looking to upskill in today’s rapidly evolving technology environment can take advantage of a variety of free online courses offered by Harvard University. Covering areas such as artificial intelligence (AI), data science, and programming, these courses cater to both beginners and professionals looking to expand their knowledge. Flexible schedules and self-paced formats make it […]

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Standardizing AI disruption: Building an internal developer platform (IDP) specifically for ML workloads

Author: Oluwafemi Oluseki Africa’s technology ecosystem is accelerating the race to integrate artificial intelligence at a fast pace. Whether it’s a Nairobi-based agritech startup whose computer vision algorithms can scan and detect crop yields or a Lagos-based fintech whose risk assessment algorithms can be incorporated into final products, machine learning is no longer limited to […]

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