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From Data Scientist to AI Builder: What Actually Works
How I learned to stop chasing tools and start solving problems
Jul 17, 2025
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Claudia Ng
33
9
10
How to Turn Substack RSS Into Clean Text for Your AI Assistant
Why "clean data" is the foundation
Feb 12
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Claudia Ng
5
I'm Speaking at PyCon. Help Me Break My AI Assistant.
I’ll use real failure cases in the demo (and share what I fix next)
Feb 5
•
Claudia Ng
8
6
RAG Blueprint: From Zero to Live System in ~60 Minutes
Build a system that answers questions over your content in an hour
Jan 29
•
Claudia Ng
2
Architectural Deep Dive for the RAG Starter Kit
A guide for builders who want to understand, tweak, and extend their RAG system
Jan 29
•
Claudia Ng
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Discussions
If You’re Serious About AI Engineering, Start With RAG
Stop collecting tutorials. Start shipping systems.
Jan 22
•
Claudia Ng
4
A Kaggle Grandmaster’s Advice on What Actually Matters in AI
Why building production systems beats tutorials, demos, and credentials
Jan 15
•
Claudia Ng
15
1
What You’ll Build in Q1 2026
Your roadmap to moving from reading tutorials to shipping real AI this year
Jan 8
•
Claudia Ng
6
Start Your First AI Project This Holiday. Here’s How I Did It.
A personal note to close out the year
Dec 12, 2025
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Claudia Ng
17
1
Reducing AI Hallucinations: Choosing the Right Approach for Accurate Results
Understanding prompt engineering, RAG, and fine-tuning for accurate results
Dec 4, 2025
•
Claudia Ng
23
7
3
From Analyst to ML Engineer Without Going Back to School
Tired of being told you're “not technical enough” for AI roles? Here's how I turned my business background into a competitive advantage.
Published on Code Like A Girl
•
Nov 27, 2025
Why AI Often Gets Enterprise Data Wrong
What you need to know before trusting AI with critical business decisions
Nov 20, 2025
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Claudia Ng
10
1
Stop Vibe-Coding Your Authentication for AI Projects
Avoid common pitfalls and design a secure login system that keeps users happy and your data safe
Nov 13, 2025
•
Claudia Ng
12
5
2
Insights on AI Trends from PyCon Thailand 2025
Practical takeaways to build smarter, more dynamic AI systems
Nov 6, 2025
•
Claudia Ng
6
2
1
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AI Weekender
I write architectural deep-dives and technical builds for engineers moving from traditional ML to the AI stack.
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