01
A concept, taught against a scenario
Concepts turn into skill when you align them with real scenarios. I take a real requirement off a system I am building, show you what is needed, and then teach the concept that answers it.
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Three a week from inside real client work
Every week, learn about a concept and master certification preparation using real scenarios. Eyeing an AI-related role? Gain insight into what it really looks like. Get that too. Only 10 minutes or less.
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CONCEPT
Room 456 needs every pending question for Household 7.
The table cannot answer that. Here is what a GSI actually is.
THE ROLES
A posting titled "New Grad" asks for 5+ years in the body. the whole entry-level problem, in one line
CERT PREP
Detect bias in a deployed model. Which service, and why not
the three sitting next to it.
every line above is off work that already exists, not a mock-up
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CONCEPT
Room 456 needs every pending question for Household 7.
The table cannot answer that. Here is what a GSI actually is.
THE ROLES
A posting titled "New Grad" asks for 5+ years in the body. the whole entry-level problem, in one line
CERT PREP
Detect bias in a deployed model. Which service, and why not
the three sitting next to it.
every line above is off work that already exists, not a mock-up
What's in the newsletter, and how each one gets made
02
An AI-related role, taken apart
I look at real postings, decode what they ask for rather than what the title implies, then walk through what a day in the life really would look like and the concepts and skills you need to excel in that role.
03
A cert domain, worked against a scenario
I take a scenario, pick a certification and one of its domains, and work a number of real exam questions against that scenario. You go to the next level by not just remembering but fully understanding.
Why there is always another one
Not a roundup, not a links digest, and not somebody's summary of a paper you could have read yourself. Every drop comes out of work that is being done. I am designing these systems for clients, from startups to billion dollar organisations, and have sat or am sitting these certifications myself.
The newsletter is the write-up of that work, not a separate research project I have to find time for. I stay busy with real work in AI, so you get fresh applicable content every week as the space constantly changes.
Three a week. Ten minutes each.
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Three emails a week. Under ten minutes each. Leave any time.
most of this you only see after somebody hires you