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Baran Cezayirli

Technologist

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AI

Insights on AI from two decades of experience in tech, AI, and scalable systems

A Comprehensive Guide to Hyperparameter Tuning in XGBoost

A Comprehensive Guide to Hyperparameter Tuning in XGBoost

May 15, 2025
12 min read
AImachine-learningxgboost
Maximize XGBoost model performance with our hyperparameter tuning guide. Learn key parameters, effective strategies (Grid/Random Search, Bayesian), & best practices.
Why AI System Design Demands a New Engineering Mindset

Why AI System Design Demands a New Engineering Mindset

May 13, 2025
7 min read
AIsystem-design
AI engineering requires a shift from deterministic logic to data-driven inference. Explore the mindset and tools needed for modern AI development.
How Different AI Learning Methods Drive Real-World Solutions

How Different AI Learning Methods Drive Real-World Solutions

May 12, 2025
8 min read
AImachine-learning
Explore AI from supervised to reinforcement learning in this guide connecting theory to real-world use—ideal for AI builders and tech-curious readers alike.
The Pillars of Progress: A Guide to AI's Evolutionary Stages

The Pillars of Progress: A Guide to AI's Evolutionary Stages

May 6, 2025
8 min read
AI
Unlock the complexities of AI. This guide explains Traditional AI, GenAI, AGI, & ASI, showing Artificial Intelligence is far more than generative models.
Beyond One Model: How AGI Will Actually Work

Beyond One Model: How AGI Will Actually Work

December 2, 2024
10 min read
AIsystem-designsoftware-architecture
True artificial general intelligence won’t be one model but a system of intelligent components. Learn why system design is the key to AGI.
LLMs Are Not Intelligent—And That's Okay

LLMs Are Not Intelligent—And That's Okay

November 28, 2024
10 min read
LLMAImachine-learningNLP
LLMs are powerful but don’t 'think'—they recognize patterns. This post explores what they are, how they work, and why understanding their limits is crucial.

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About Me

With 20+ years in tech, product innovation, and system design, I scale startups and build robust software, always pushing the boundaries of possibility.

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From Blog

  • LLM's are Not Intelligent and That is OK
  • System Design Principles For Long Term Success

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Baran Cezayirli | Technologist