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Machine Learning

A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

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Fine-Tuning Gemma 4 with Cloud Run Jobs: Serverless GPUs (NVIDIA RTX 6000 Pro) for pet breed classification 🐈🐕

LoRA workarounds for custom model layers

Fine-Tuning Gemma 4 with Cloud Run Jobs: Serverless GPUs (NVIDIA RTX 6000 Pro) for pet breed classification 🐈🐕

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9 min read
Enterprise AI Agents Are Everywhere. The Hard Part Is Trusting Them.

Enterprise AI Agents Are Everywhere. The Hard Part Is Trusting Them.

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3 min read
Types of AI Agents: The Complete Guide From Theory to Practice

Types of AI Agents: The Complete Guide From Theory to Practice

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16 min read
Why comparing average scores is the wrong way to evaluate LLM prompts (and what to do instead)

Why comparing average scores is the wrong way to evaluate LLM prompts (and what to do instead)

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6 min read
21.9% of robot training data violates physics — we measured it.

21.9% of robot training data violates physics — we measured it.

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2 min read
How to Use AWS for Text Generation, Image Generation, and AI Assistants

How to Use AWS for Text Generation, Image Generation, and AI Assistants

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2 min read
Cost Optimization Techniques for Large Language Models and AI Systems

Cost Optimization Techniques for Large Language Models and AI Systems

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2 min read
I fine-tuned a bias judge for $30. The training was the easy part.

Gemma 4 Challenge: Write about Gemma 4 Submission

I fine-tuned a bias judge for $30. The training was the easy part.

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5 min read
An AI Found 500 Zero-Day Bugs in Open Source Software (and One Exploit That Took 8 Hours)

An AI Found 500 Zero-Day Bugs in Open Source Software (and One Exploit That Took 8 Hours)

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4 min read
Building a Production RAG Pipeline: Lessons from Real-World AI Apps

Building a Production RAG Pipeline: Lessons from Real-World AI Apps

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2 min read
I Rebuilt Karpathy's NanoChat in JAX. Here's What XLA Gets Right and What It Gets Dead Wrong.

JIT error detection vs silent gradient bugs

I Rebuilt Karpathy's NanoChat in JAX. Here's What XLA Gets Right and What It Gets Dead Wrong.

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13 min read
The AI Stack: A Practical Guide to Building Your Own Intelligent Applications

The AI Stack: A Practical Guide to Building Your Own Intelligent Applications

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5 min read
A Developer's Introduction to Generative AI

A Developer's Introduction to Generative AI

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3 min read
Building My First AI Agent with Strands SDK and Amazon Bedrock Errors, Fixes & Lessons Learned

Building My First AI Agent with Strands SDK and Amazon Bedrock Errors, Fixes & Lessons Learned

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5 min read
Everyone is using LLMs wrong........

Everyone is using LLMs wrong........

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2 min read
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