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ai lifecycle and form data collection to model deployment Infographic

This infographic provides essential cybersecurity best practices to help individuals and businesses stay protected in a rapidly evolving digital landscape.<br>From strong passwords to multi-factor authentication, secure networks, and awareness of phishing attacks, it highlights key steps everyone should follow to defend against threats and safeguard sensitive data.

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ai lifecycle and form data collection to model deployment Infographic

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  1. AI LIFECYCLE: FROM DATA COLLECTION TO MODEL DEPLOYMENT DATA COLLECTION Gather raw data from various sources—sensors, CRM systems, logs, or third-party APIs. DATA PREPROCESSING Clean, transform, and label data to remove noise and inconsistencies. MODEL TRAINING Multiple models are trained and evaluated to find the best- performing version. MODEL EVALUATION & OPTIMIZATION Optimize hyperparameters or retrain to refine performance and reduce bias. DEPLOYMENT Continuous monitoring ensures performance, reliability, and real-time updates. WWW.HDATASYSTEMS.COM

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