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Practical AI training for modern teams

Learn the skills that keep your career moving.

Practice with guided labs, real-world projects, and clear learning paths in AI, software engineering, and security.

12+ guided tracks
Practical labs
Career-focused outcomes
FREE DOWNLOAD

The 2026 AI Survival Guide

Which jobs AI is replacing. Which skills protect you. Which new roles pay the most.

18 pages. Free.

Career pathfinder

Not sure where to start?

Answer a few questions and get a clearer next step for your career in a minute.

Pathfinder Engine

Step 1 of 5

What is your current role?

Or select a broad category:
Interactive sandbox

Inspect runtime behavior

Review code execution and output in the sandbox. Use the controls below to explore how the environment responds.

Loading Interactive Terminal...

Choose your path

Practical AI and systems training for modern teams

Decemble is built to support people navigating the AI economy with clear, practical learning paths and applied projects.

Beginner: Learn to Code

6-8 weeks
  • Visual Python — No-code to Code
  • Intro to Programming Concepts
  • Beginner Projects & Games

Save My Job

3 weeks
  • AI for Marketers
  • AI for Finance
  • AI for HR & Recruiters
  • AI for Designers
  • AI for Teachers

Platform capabilities

Built for practical growth

Interactive Logic Lab

Interactive Logic Lab

Inject variables, construct classes, and compile logic in a highly optimized sandbox. Secure, isolated runtime output.

Security & Risk Audits

Security & Risk Audits

Deploy custom guards against poisoning vectors, FGSM input models, and inference leaks. Model defense coordinates.

Scalable Ops SRE

Scalable Ops SRE

Dockerize multi-stage pipelines, manage secure namespace access in Kubernetes, and monitor Prometheus logs.

Strategic Pathfinder

Strategic Pathfinder

Audit skill indices, pinpoint sector transitions, and compile dynamic ATS-optimized resumes instantly.

Curriculum Preview

A high-level view of updated learning pathways

This public page surfaces only the preview layer of our curriculum. The full learner experience and detailed syllabus live inside the authenticated dashboard and Supabase-backed track flow.

PREVIEW ONLY
6+ Learning Paths
LEARN AT A GLANCE
Beginner → Advanced
PHASE 00Preview

Beginner: Visual Python

A visual-first on-ramp for non-coders: block metaphors, simple Python, mini-games, and capstone projects.

Computational Thinking
Blocks → Python
Lists & Functions
Browser-based visual runnerPython (intro)
PHASE 01Preview

Data Science & ML Core

Establish foundational statistics, Python data structures, and baseline classifiers. Perfect for beginners: learn algorithms and data manipulation verbatim from absolute scratch.

Multivariable Regression
Gradient Descent Mechanics
Support Vector Machines
NumPyPandasScikit-LearnMatplotlib
PHASE 02Preview

Backend Architecture

Architect robust backend systems, databases, and APIs. Connect relational databases and build secure, production-grade logic servers from scratch.

Secure REST API Handlers
Relational Database Indexing
Connection Pooling
NodeJSExpressSupabasePostgreSQL
PHASE 03Preview

Applied AI & Neural Nets

Build multilayer neural networks. Understand backward propagation equations and gradient flows.

Feedforward Graph Flow
Backpropagation Calculation
Convolutional Layer Blocks
PyTorchTensorFlowCUDAWeights & Biases
PHASE 04Preview

ML System Operations

Operations engineering at scale. Setup Docker networks, Kubernetes orchestrators, and system logging monitors.

Container Networks
K8s Secure Pod Scheduling
Telemetry Pipeline Logging
DockerKubernetesPrometheusGitHub Actions
PHASE 05Preview

Adversarial Security

Defend models against operational attacks. Study model extraction, membership inference, and adversarial attacks.

FGSM Perturbation Audits
Model Poisoning Detection
Input Sanctification Hooks
PyTorch CoreSnortLinux AuditdWireshark

Free Access

The platform stays free for now

We are keeping Decemble open and accessible while we continue building the learning experience. Sign up today and start training without paying anything.