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by Oz Akan
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Posts in
2025
$Single-Flight Pattern
Single-Flight Pattern
How the single-flight pattern can prevent race conditions
Nov 6, 2025
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Oz Akan
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Technical
$Time and Space Complexity Refresher
Time and Space Complexity Refresher
Refresher on Big O time and space complexity with interview questions
Nov 4, 2025
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Oz Akan
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Technical
$Containers and Orchestration Refersher
Containers and Orchestration Refersher
Refresher for Docker containers and Kubernetes orchestration with interview quesions
Nov 3, 2025
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Oz Akan
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Technical
$Object-Oriented Programming Refresher
Object-Oriented Programming Refresher
Refresher OOP concepts with interview quesions
Nov 2, 2025
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Oz Akan
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Technical
$RAG vs MCP: Complementary AI Approaches
RAG vs MCP: Complementary AI Approaches
Understanding the differences between RAG and MCP, when to use each, and how they work together
Nov 1, 2025
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Oz Akan
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Technical
$Which Loss Function Do LLMs use?
Which Loss Function Do LLMs use?
Exploring Cross-Entropy Loss in Large Language Models.
Sep 9, 2025
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Oz Akan
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Technical
$What is Matryoshka Representation Learning (MRL)?
What is Matryoshka Representation Learning (MRL)?
Nesting Power and Flexibility into ML Embeddings
Sep 5, 2025
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Oz Akan
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Technical
$2-Hour Streamlit Workshop
2-Hour Streamlit Workshop
Beginners with a basic understanding of Python. No web development experience is required.
Aug 28, 2025
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Oz Akan
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Technical
$UE8M0 FP8 Number Format
UE8M0 FP8 Number Format
Training LLMs without H100 using UE8M0 FP8 number format.
Aug 27, 2025
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Oz Akan
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Technical
$Understanding ML Numerical Formats
Understanding ML Numerical Formats
Understanding INT4, INT8, FP16, BF16, and TF32 formats in machine learning - their precision, speed, and memory trade-offs for training and inference.
Aug 26, 2025
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Oz Akan
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Technical
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