Artificial Neural Network Jobs

Code is already written; we need expert to debug, fix errors, and validate results. Budget £300 Deadline 4 Days Task 1: Debug Existing Codebase Fix runtime errors in implemented code Resolve any integration issues between components Ensure proper data flow between models Debug CRYSTALS-Kyber integration Fix any memory or performance issues Correct error handling Resolve dependency conflicts Task 2: Comprehensive Validation Report Must include analysis of: Model Performance Results: Fraud detection accuracy rates False positive/negative ratios Quantum operation timing metrics Privacy preservation effectiveness Adversarial robustness scores Result Validation: Verify if detection rates are realistic for financial systems Confirm if cryptographic timing aligns with expected range...