Data Science
5 articles
What Are MLOps Principles for AI Deployment and Their Risks?
A single misconfiguration in an MLOps pipeline can compromise credentials, cause severe financial losses, damage public trust, and poison critical training data, according to arxiv research.
What is Quantum Machine Learning and Its Applications?
In 2021, IBM researchers published a proof that quantum kernels could offer an exponential speedup for certain classification problems, hinting at a future where even modest quantum systems could tack
AI models hide uncertainty, eroding trust and safety by 2026.
In critical fields like medicine, AI models are being deployed that sound definitively certain, yet their actual accuracy for individual cases remains dangerously unquantified.
What Are MLOps Principles for Streamlining ML Lifecycles?
A study by MIT Sloan and Boston Consulting Group revealed that while 71% of organizations understood how artificial intelligence would change their business value generation, a mere 11% reported signi
How Machine Learning Speeds Drug Discovery in Clinical Trials
80% of clinical trials miss their timelines, imposing daily costs of up to $8 million on pharmaceutical companies, according to Nature .