Pre-Trained Model Trade-Off Matrix
New
Applied AI · Model Evaluation

Pre-Trained Model Trade-Off Matrix

Comparative analysis of six leading pre-trained models across NLP, Computer Vision, and Tabular Data — evaluating size, accuracy, speed, explainability, and energy cost to guide real-world deployment decisions.

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Explainable AI
LLMs · XAI

Explainable AI (XAI)

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LLM Training
Generative AI

How Generative AI LLMs Are Trained

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Neural Network
Deep Learning

Neural Network Visual Framework

Interactive guide to layers, neurons, weights, and optimization strategies with animated diagrams.

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ML Algorithm
Machine Learning

ML Algorithm Framework

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PromptCraft
Prompt Engineering

PromptCraft

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AI Shield
Cybersecurity

AI Shield

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Security Knights
Cybersecurity · Gamification

Security Knights

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Smart Travel
Generative AI

Smart Travel by AirLytics

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Live Demo
AI Security · NLP Research

Semantic Threat Detector

Real-time detection of adversarial intent, prompt injections, and manipulation patterns that keyword filters miss — by analyzing meaning in semantic vector space.

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Benign query
8
Subtle drift
52
Social engineering
71
Prompt injection
97
Live App
Forensic Accounting · Fraud Detection · Applied AI

ForensAI — AP Fraud Detection

AI-powered accounts payable fraud analysis for independent forensic accountants. Runs Benford's Law, duplicate invoice detection, threshold splitting, and shell company scoring against real AP ledger data — generating court-ready evidence chains in 90 minutes instead of three days.

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Vertex Solutions LLC
95
Martinez Consulting
88
Apex Supply Co
81
TechParts Inc
62
Riverside Maint.
44
Benford's Law Duplicate detection Threshold splitting Shell company scoring
Live App
AI Governance · Fairness Auditing · Compliance

FairAudit AI — Bias Detection for High-Stakes AI

A horizontal bias audit framework for AI systems across hiring, lending, healthcare, justice, education, housing, and beyond. Maps regulatory requirements (NYC LL144, EU AI Act, NIST AI RMF) to defensible statistical audits — turning fairness compliance from a checkbox into evidence.

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Healthcare AI
0.94
Lending Model
0.85
Hiring AI
0.71
Recidivism
0.58
Tenant Screen
0.42
Demographic Parity Equalized Odds 4/5ths Rule Intersectional
Capstone
Responsible AI · AI Governance · Aviation AI

AeroMind Intelligence — Responsible AI Framework

A production-ready RAI framework for a fictional aviation AI company — integrating 9 ethical principles, 8 governance roles, a 12-month implementation timeline, NIST SP 1270 bias controls, GDPR & EU AI Act compliance, and an 8-stage lifecycle with formal disposition protocols.

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1 Concept & Design
2 Data Preparation
3 Model Development
4 Testing & Validation
5 Ethics Board Review
6 Deployment
7 Monitoring & Sustainment
8 Disposition
NIST RMF EU AI Act GDPR FAA Compliance Bias Mitigation