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Courses, programs and prices

3D Point Cloud and Spatial AI Courses: every level and price

Python, LiDAR, segmentation, reconstruction and 3D deep learning, taught as production systems you keep. Six levels, from free to the mentored program. Every price below is exactly what checkout charges.

Take the whole catalogue with you (PDF, 10 pages, no email)
Every level and what it costs, at a glance
LevelFromWhat it is
1. FreeFreeTutorials, the book companion and monthly intel
2. Entry courses€197Your first working 3D pipeline, one course at a time
3. Deep dives€597One domain end to end
4. Course Library€297Every course, by subscription
5. Operating systems€1,497Production systems you own and keep
6. The program€1,997Mentored, from Foundation to Architect
  1. Level 1

    Free: tutorials, the book companion and monthly intel

    Free

    See how I work before you spend anything. Real code, real scenes, no card. The book is the exception: O’Reilly sells it, not me, and owning it opens the online companion at no extra cost.

    A scanned room shown as a cloud of points, its floor and walls shaded from deep blue to yellow by height, seen from above and outside.

    The Free Mission

    €0

    A guided first build, start to finish, so you find out whether this way of working suits you.

    Start the mission →     The cover of the O'Reilly book 3D Data Science with Python by Florent Poux, a coiled teal snake on a white ground.

    The book

    690 pages, O’Reilly

    Own the book and its full online companion is yours at no cost: every chapter’s code, data and corrections.

    See the book →     A scanned playground where each structure is coloured as a separate object.

    The blog: long-form tutorials

    €0

    Deep engineering articles with runnable Python: point cloud processing, segmentation, photogrammetry, Gaussian splatting, 3D deep learning.

    Read the tutorials →     A four step diagram: a raw scan, then the same scan with every point given a meaning, then a graph linking the objects, then an assistant answering what sits on the desk.

    3D Intelligence Reports

    €0

    What actually moved in spatial AI this month: papers that ship code, jobs, funding.

    Read the reports →
  2. Level 2

    Entry courses: your first working 3D pipeline

    €97 to €297

    One focused course, one working thing at the end of it. This is where most people start paying, and it is meant to be finishable.

    Five labelled cards naming the Python toolbox for 3D work, from NumPy, pandas and laspy for data through Open3D and SciPy for geometry to PyTorch, Matplotlib and PyVista.

    Python and AI Programming for 3D

    €97 one time

    The entry point into 3D data with Python. NumPy, Open3D, Matplotlib and six hands-on projects.

    Get the course →     A cluster of scanned indoor objects floating on black, each one given its own colour and wrapped in its own white box by the detector. Start here

    3D Object Detection Engine

    €197 one time

    From raw LiDAR to clean 3D bounding boxes. 44 lessons on RANSAC, DBSCAN, PCA, KD-Tree and SAM for 3D.

    Build the engine →     A scanned classroom in which every wall, table and chair has been given its own flat colour automatically, with no one labelling anything by hand.

    Automating Scene Labeling with SegmentAnything

    €197 one time

    Automate 3D scene labeling with the SegmentAnything foundation model projected into 3D space.

    See the course →     A street captured by lidar and sorted by class: the road surface in green, the trees in orange, the buildings in purple and the overhead wires in cyan.

    Applied Semantic Segmentation for LiDAR

    €297 one time

    Classify ground, buildings and vegetation on real LiDAR point clouds.

    See the course →
  3. Level 3

    Deep dives: one domain, end to end

    €597 to €797

    Longer programs that take you past the tutorial stage and into decisions you have to make yourself.

    A whole city block scanned from the air as a single tilted tile, streets and rooftops shaded from blue to yellow by their height.

    Point Cloud Intelligence

    €597 one time

    From raw LiDAR to automated classification and 3D modeling. Five modules on real datasets.

    See the course →     A segmented indoor scan with a scene graph drawn over it, white dots sitting on each object and pale blue lines joining the ones that relate to each other.

    Monthly Spatial AI Intel

    €697 per year

    A new intel drop every month: verified spatial-AI jobs, papers that ship code, open funding calls.

    Subscribe →     A floor plan drawn straight from a scan, one room measured at 54.7 square metres with its tables and chairs placed and its walls dimensioned.

    3D Forge: Build Camp

    €797 one time

    Install one app, then build four working 3D AI tools end to end, including the Neurones 3D software.

    Join the camp →
  4. Level 4

    The 3D Course Library subscription

    Subscription

    Instead of picking one course at a time, keep every standalone course open while you subscribe, updates included. The four operating systems at the next level are not part of it: those are bought on their own.

    A dense old town scanned from the air in natural colour, rows of rooftops and narrow courtyards shown as a tilted tile on a dark ground.
    €297 / 3 months

    Billed every three months. Three-month minimum, then cancel any time.

    Save €291
    €897 / year

    €897 a year against €1,188 paid quarterly, roughly three months free.

    Both open every standalone course I publish, with continuous updates, for as long as you subscribe. You pick the billing at checkout.

    Start the Library
  5. Level 5

    Production operating systems you own

    €1,497 each

    A complete, opinionated pipeline you run, fork and keep. This is the level where the work becomes something you can put into production at your job. These four are not part of the Library subscription.

    A corridor rebuilt in 3D from a panoramic capture, its walls, doorway and the mattress left leaning against the wall all reconstructed.

    3D Spatial OS

    €1,497

    Raw point clouds to a deployed 3D application. Five production modules, real Python, no black boxes.

    See the OS →     A living room rebuilt from photographs as a gaussian splat, soft and almost photographic, with daylight coming through the far doorway onto the floor.

    3D Reconstructor OS

    €1,497

    Raw images to production-grade reconstructions. Photogrammetry, Gaussian Splatting, mesh pipelines.

    See the OS →     The yellow and red walls of a scanned classroom with its tables and chairs standing on a purple floor, every object separated into its own colour.

    3D Segmentor OS

    €1,497

    The deep learning stack that turns raw point clouds into classified, queryable 3D scenes.

    See the OS →     An indoor scan pulled apart by a network that was given no labels at all, each piece it discovered on its own shown in a different colour.

    3D Deep Learning OS

    €1,497

    From your first neural network to a deployed 3D AI app. Seven production modules.

    See the OS →
  6. The summit

    The 3D AI Architect Program

    Everything below is something you learn. This is the one where you are built into the person other people call. Mentored, with the systems you ship and the software you keep.

    A street and its trees captured by lidar and coloured by height, from yellow at ground level through green to pale cyan at the top of the canopy.

    Foundation

    €1,997 one time
    or €666 / month × 3
    • Core operating system, yours to keep
    • Neurones 3D software, full licence
    • Course Library included
    • Lifetime access and updates
    • The six shippable systems
    • Kickoff call
    Secure Foundation
    Best value A room broken into individual objects, a red table and a red bin standing on a green floor against a blue wall and a yellow wall.

    Professional

    €2,997 one time
    or €999 / month × 3, or €599 / month × 5
    • Everything in Foundation
    • All four operating systems
    • The six systems you ship
    • Neurones 3D software, full licence
    • 45-minute kickoff call with Florent
    • Toolset access for life
    Accelerate to Professional
    A street corridor turned into a clean 3D surface model, pink ground, green tree volumes and a grey road running down the middle.

    Architect

    €12,997 one time
    10 seats, ever · highest touch
    • Everything in Professional
    • A custom solution co-built with me
    • Private channel with Florent
    • Onboarding and annual strategy calls
    Cohort filled · 10 of 10

    The next opening is rare. Write to me with what you would build and I will keep your name.

    Not sure which tier fits? The program page walks through the whole thing, week by week.

    See the program →

Every price on this page is a live SureCart price object, so what you read here is what checkout charges. Installment plans are real subscriptions that end by themselves after the last payment. Fourteen-day money-back guarantee on everything. Yearly Library billing is €897 against €1,188 paid quarterly, roughly three months free. Prefer to see the whole catalogue on one page? Start from the map.

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