The campaign closes Sunday June 21 at 11:59 PM ET. Before the price steps up again, here are honest answers to the six questions we hear most.

"Is it worth the price?" Start with the math, not the price tag.
A single model deployment project for one client bills for more than this entire bundle.
If you freelance, consult, or take Upwork work on the side, the first project you ship with this skill covers what you paid and keeps billing after that. That is billing math, not a promise. The bundle carries over $1,000 in standalone value ($550 eBook + $450 course), and every Kickstarter tier is priced below that.

Javier Rodriguez Zaurin, a machine learning specialist, described one of our courses plainly:
"somewhat expensive at first glance, but if you stick with it you will discover it is actually a huge bargain. There is nothing else close to it in clarity and quality."

"Will my company pay for it?" Very likely, yes.
Most companies reimburse continuing education, and taking models from notebook to production is exactly the skill gap managers are budgeting for right now. Reply to this email and we will send an itemized invoice you can forward to your manager.

"Can't I find this free on your blog?" Some of the pieces, yes, and you have probably already tried (that is the three-lost-days problem).
What you cannot get free is the complete, ordered, tested pipeline with every line of code that runs the first time.
You are paying for the finished path and the hours it gives back, not the raw information.

"Can't an AI just write the deploy code?" It writes scaffolding well. It is blind to why your Lambda cold-starts, why your container is 3GB too big, or why inference stutters on real hardware.

This course teaches you to understand the system, so you can fix what the AI cannot (or to catch the things the AI confidently ignores).

"Do I need to be an AWS or web expert?" No. We configure every service and build the frontend with you, step by step. If you can train a model and run a terminal, you can finish this.

"I don't have time right now." You do not need a free month.
The core build fits in a weekend or two of focused evenings, the work is already finished (this is our 9th Kickstarter; the first 8 all delivered), and lifetime access means the content you back is yours to keep, so there is no deadline to finish.

The only thing with a deadline is the price: tiers step up as they fill and never come back down.

Engineer Stephen Shaw said it best:
"the saving in time pays for itself in a very short space of time. It makes no sense NOT to buy."

One more thing worth knowing: the Production Deployment Vol. 1 kit ($297 retail) is a $149 add-on (50% off) with every tier below the top two, and it comes free inside those two top tiers.

The first project you deploy with this pays for the whole bundle.
The price only moves up between now and Sunday night.

>> Back it before the next tier fills

Your PyImageSearch Team

P.S. Need to expense it? Reply with proof of the tier you backed and we will send an itemized invoice you can forward to your manager. Most companies say yes to this one.

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