Foundations of Deep Learning: Representations, Optimisation, and Generalisation
A practical explanation of the core foundations behind deep learning systems.
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Foundations of Deep Learning: Representations, Optimisation, and Generalisation
A practical foundation article explaining representation learning, optimisation, capacity, overfitting, and generalisation in deep learning.
Run Python Tests and Formatting Inside WSL
Add pytest and Ruff to a small Python project inside WSL with a reusable pyproject.toml configuration.
Deep Learning Study Path for Engineers
A practical study path for engineers learning deep learning, based on the structure of Deep Learning by Goodfellow, Bengio, and Courville.
Choose a Local Language Model for Your Hardware
Choose a practical first local language model by checking memory, precision, context length, and runtime support.
Enterprise Platform Operating Model for Cloud Governance Teams
A detailed operating model for cloud governance teams running secure, repeatable enterprise Azure platforms.
Back Up and Validate ADFS Claim Rules Before a Change
Export ADFS relying-party claim rules, compare a proposed change, and keep a timestamped rollback file.
Azure Policy as Code with Terraform
A practical design guide for managing Azure Policy definitions, initiatives, assignments, exemptions, and remediation workflows as code with Terraform.
Manage Persistent Network Drives with PowerShell
Inspect, map, remap, and remove persistent Windows network drives with PowerShell.
Azure Identity and Privileged Access Design for Platform Engineering
A practical design guide for Azure identity, RBAC, privileged access, break-glass access, and role governance in platform engineering.