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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
31
9
10
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A Kaggle Grandmaster’s Advice on What Actually Matters in AI
Why building production systems beats tutorials, demos, and credentials
Jan 15
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Claudia Ng
11
1
1
What You’ll Build in Q1 2026
Your roadmap to moving from reading tutorials to shipping real AI this year
Jan 8
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Claudia Ng
5
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
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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
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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
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I write AI tutorials you can actually build and ship, from 6 years building ML systems in Silicon Valley FinTechs
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