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dataset.json
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{
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"metadata": {
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"name": "powershell-devops-mega-dataset",
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"version": "1.0.0",
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"creator": "Mojo System",
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"entries": 10000,
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"size_mb": "estimated 25MB",
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"training": {
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"jax_model": {
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"initial_loss": 0.2226,
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"final_loss": 0.1007,
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"improvement_percent": 54.7,
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"epochs": 30,
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"architecture": "256->512->256"
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},
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"chapel_model": {
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"epochs": 20,
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"architecture": "256->384->256",
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"parallel_optimized": true
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}
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}
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},
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"categories": [
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"powershell_security",
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"azure_cli",
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"aws_tools",
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"github_cli",
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"docker_kubernetes",
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"terraform",
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"dotnet_framework",
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"git_advanced"
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],
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"content_types": [
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"PowerShell Injection Prevention & Detection",
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"Advanced Automation (Runspaces, DSC, Scheduled Tasks)",
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"System Repair (SFC, DISM, Network, Registry)",
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"Azure PowerShell Az Module (VM, Storage, Automation)",
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"Azure CLI Integration",
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"AWS Tools for PowerShell (EC2, S3, IAM, Lambda)",
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"GitHub CLI (gh) integration",
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"Docker CLI with PowerShell",
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"Kubernetes kubectl + PowerShell",
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"Terraform automation",
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".NET Framework (.NET 8, LINQ, Async, Crypto)",
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"Git advanced operations"
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],
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"sample_entries": [
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{
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"id": "ps_001",
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"title": "PowerShell Injection Prevention",
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"content": "Use ValidatePattern, avoid Invoke-Expression, enable Script Block Logging...",
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"category": "powershell_security",
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"difficulty": 9
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},
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{
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"id": "azure_001",
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"title": "Azure PowerShell Automation",
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"content": "Connect-AzAccount, New-AzVM, Set-AzStorageBlobContent...",
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"category": "azure_cli",
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"difficulty": 8
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}
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]
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}
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