The AI Labs Journal

Built by engineers who teach this for a living

Course breakdowns, lab deep-dives, AI news with a working-engineer's perspective, and what we've learned training thousands of students on real cloud infrastructure.

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AI in Healthcare: Radiology, Triage, and Clinical NLP Explained
Evergreen

AI in Healthcare: Radiology, Triage, and Clinical NLP Explained

AI in healthcare isn't just hype. Here's what radiology models, triage systems, and clinical NLP actually look like when engineers build them.

AI Labs · June 20, 2026 · 5 min
Python for Data Science & ML Bootcamp: Full Curriculum Walkthrough
Career

Python for Data Science & ML Bootcamp: Full Curriculum Walkthrough

Here's what a serious Python for data science and machine learning bootcamp actually covers, week by week, and why most programs get the curriculum order wrong.

AI Labs · June 19, 2026 · 4 min
Vector DB Showdown: pgvector, Pinecone, Weaviate, Qdrant
Evergreen

Vector DB Showdown: pgvector, Pinecone, Weaviate, Qdrant

We tested pgvector, Pinecone, Weaviate, and Qdrant across real student projects. Here's what actually broke, what didn't, and what we run in production.

AI Labs · June 18, 2026 · 4 min
AI for Cybersecurity: Anomaly Detection, Phishing, and Real SOC Use
Evergreen

AI for Cybersecurity: Anomaly Detection, Phishing, and Real SOC Use

AI for cybersecurity isn't hype anymore. SOC teams are running LLMs on alert triage, BERT models on phishing, and unsupervised anomaly detectors on network logs. Here's what's actually working.

AI Labs · June 17, 2026 · 4 min
Data Science Courses Worth Your Time in 2026
Career

Data Science Courses Worth Your Time in 2026

Not all data science courses will get you hired in 2026. Here's what to actually look for — and what's quietly wasting your time.

AI Labs · June 17, 2026 · 4 min
What AI Training Actually Looks Like in 2026
Evergreen

What AI Training Actually Looks Like in 2026

AI training isn't one thing anymore. Here's how to read the landscape and pick the format that actually matches your goals.

AI Labs · June 14, 2026 · 4 min
AI Software Development Is Rewriting the Engineer's Job
Evergreen

AI Software Development Is Rewriting the Engineer's Job

AI software development isn't coming for engineers — but it's absolutely changing what engineering looks like. Here's what we're seeing at the front lines.

AI Labs · June 11, 2026 · 4 min
How to Fine-Tune an LLM on a Single A100: Full Walkthrough
Lab Spotlight

How to Fine-Tune an LLM on a Single A100: Full Walkthrough

A complete LLM fine-tuning tutorial using Llama 3.1 7B, QLoRA, and our A100 lab environment. Real code, real numbers, real VRAM usage.

AI Labs · June 9, 2026 · 4 min
RAG vs Fine-Tuning vs Prompting: A Real Decision Framework
Evergreen

RAG vs Fine-Tuning vs Prompting: A Real Decision Framework

RAG vs fine-tuning keeps coming up in office hours. Here's the actual decision framework we use, with latency numbers and cost data from our LLM Fine-Tuning Lab.

AI Labs · June 9, 2026 · 4 min
AI Engineer Jobs in 2026: Four Roles Paying a Premium
Career

AI Engineer Jobs in 2026: Four Roles Paying a Premium

AI engineer jobs have split into four distinct specializations in 2026, and companies are paying wildly different salaries depending on which one you hold.

AI Labs · June 9, 2026 · 4 min
Build a RAG Chatbot with pgvector and Claude
Tutorial

Build a RAG Chatbot with pgvector and Claude

Week 8 of our NLP & LLM Engineering course ends with students shipping a working RAG chatbot that answers questions over their own PDFs. Here's the full build.

AI Labs · June 4, 2026 · 5 min
Retrieval Augmented Generation with pgvector: A Production Tutorial
Tutorial

Retrieval Augmented Generation with pgvector: A Production Tutorial

We teach retrieval augmented generation with pgvector in week 7 of NLP & LLM Engineering. Here's exactly what the build looks like.

AI Labs · June 3, 2026 · 5 min
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