1 min read
FinOps Adoption: Managing Azure Costs Effectively
1. Teams need to collaborate : Finance, engineering, and business work together 2. Everyone takes ownership : Cost is everyone's responsibility 3. A…
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Thoughts on data engineering, cloud architecture, and technology. 2205 articles and counting.
Showing 24 of 2205 posts — page 55 of 92
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Developer Productivity Tools and Practices for 2023
The game changer for code generation: Beyond Copilot, ChatGPT helps with: Code explanation and review Documentation generation Debugging assistance Learning…
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The Rise of Platform Engineering in 2022
Platform engineering is the practice of building and maintaining internal developer platforms (IDPs) that enable self-service capabilities for development…
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DevOps Practices That Defined 2022
The four key metrics gained mainstream adoption: Security integrated earlier in the pipeline: IaC practices became more sophisticated: Three pillars…
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Cloud Native Maturity: Where Organizations Stand in 2022
Lift and shift migrations VMs in the cloud Traditional architectures Using managed services Basic automation Some containerization Microservices…
2 min read
AI/ML Milestones of 2022: A Technical Retrospective
Significant improvements in instruction following through RLHF. Art-focused generation with distinctive aesthetic quality.
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Data Platform Evolution in 2022: Trends and Technologies
The convergence of data lakes and data warehouses became mainstream: Streaming data processing became more accessible: Organizations adopted data mesh…
2 min read
2022 Azure Year in Review: Major Releases and Milestones
The biggest story of the year bringing GPT 3, Codex, and DALL E to enterprise: General availability expanded New models including GPT 3.5 Content filtering…
4 min read
ChatGPT: What OpenAI's New AI Chatbot Means for Developers
One week after ChatGPT's launch and it had crossed one million users—a milestone that took Netflix 3.5 years, Facebook 10 months, and Instagram 2.5 months.…
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Model Cards: Documenting AI for Transparency and Trust
A model card is a documentation framework for machine learning models, inspired by nutrition labels on food. It provides essential information about a…
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AI Governance for Enterprise: Policies and Practices
AI governance must balance: Innovation : Enabling teams to use AI effectively Risk : Managing security, privacy, and compliance risks Consistency : Ensuring…
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AI Ethics and Responsible AI: Building Trustworthy Systems
Microsoft's framework provides a solid foundation: 1. Fairness : AI should treat all people fairly 2. Reliability & Safety : AI should perform reliably and…
2 min read
ChatGPT as a Learning Tool: Accelerating Your Technical Growth
What ChatGPT did better than any other tool I'd used for technical learning was adapt its explanation level to the question's framing—ask "what is a…
1 min read
Prompt Engineering Basics: Getting Better Results from AI
Poor prompt: "Write code for a website" Better prompt: "Write HTML and CSS for a responsive landing page for a SaaS product. Include a hero section with…
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Natural Language to Code: The Future of Programming
Input: "Create a Python script that reads a CSV file, filters rows where the 'status' column equals 'active', and exports the result to a new CSV file."
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AI Pair Programming with ChatGPT: A New Development Paradigm
Let's walk through building a REST API with ChatGPT as our pair. Me: "I need to build a REST API for a task management system. The requirements are: users…
3 min read
ChatGPT in Developer Workflows: Practical Applications
Twenty-four hours after ChatGPT launched, my developer group chats were a stream of screenshots—developers sharing prompts and responses the way we used to…
4 min read
ChatGPT Launches: The AI Revolution Begins Today
ChatGPT launched on November 30, 2022, and I spent most of that day in a state of barely contained astonishment—not because a chatbot was impressive (I'd…
1 min read
Azure Container Apps for Production Workloads
Container Apps sits between App Service and AKS: Simpler than AKS : No cluster management, no node pools More flexible than App Service : Any container, any…
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Advanced GPT-3 Prompt Engineering: Preparing for the Next Wave of AI
The trend is clear: models are becoming more capable at following instructions and engaging in dialogue-like interactions.
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Azure DevOps vs GitHub Actions: Choosing the Right CI/CD Platform
Feature Azure DevOps GitHub Actions YAML Config azure pipelines.yml .github/workflows/ .yml Hosted Runners Microsoft hosted GitHub hosted Self hosted Yes…
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Azure Cosmos DB Best Practices for 2022
The partition key decision is crucial and difficult to change later: New in 2022 partition up to 3 levels: Optimize indexing for your query patterns: Write…
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Black Friday Azure Tips: Cost Optimization for Peak Traffic
Don't wait for auto scaling to catch up during traffic spikes: Reduce database load with intelligent caching: Use read replicas and query optimization:…
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Thanksgiving Reflections: A Year of Azure Data and AI Progress
Enterprise features like private endpoints, managed identity, and content filtering make these models production-ready.