Spring 2026 Cohort Open

Master the
Machine Age.

Elite curriculum designed by CTOs for the next generation of AI Engineers. Stop learning obsolete frameworks. Start building autonomous systems.

15K+

Engineers Trained

97%

Completion Rate

4.97

Avg. Rating

$180K

Avg. Graduate Salary

Featured Syllabus

MBL_CORE

AI Automation Architecture

12 Weeks 4.2k enrolled
Premium

Large Language Model Fine-Tuning

8 Weeks 2.8k enrolled
Premium

Applied Prompt Engineering

4 Weeks 15k enrolled
35+ hours of content
Y Combinator AlumniGoogle Cloud PartnerAWS CertifiedNVIDIA DeveloperHugging Face Partner

The new standard in engineering education.

Theory is dead. We learn strictly through deployment, failing fast, and scaling real-world AI architecture in the cloud.

Neural Networks from Scratch

Build transformers from first principles. Understand the math. Train your own models on raw compute.

Industry Certifications

Our alumni operate at FAANG and top startups. The MBL Certificate is verified proof of deployable competence.

Elite Private Network

Join a private community of 15,000+ founders, researchers, and AI engineers building the future.

Ship, Don't Study

Every module ends with a deployed project. No toy examples — real infra, real users, real production.

Lifetime Access

Curriculum updates monthly with the latest research. Once enrolled, you have access forever. No subscriptions.

Global Cohort

Study alongside peers in 40+ countries. Weekly live sessions, async discussions, and peer reviews.

35+ Hours of Content

Course Curriculum

Four modules. Zero filler. Every lesson is built around deploying real systems — not watching someone else code.

Linear Algebra for Neural NetworksVideo
Free28m
Probability & Information TheoryVideo
35m
Gradient Descent from First PrinciplesVideo
42m
Project: Build a Perceptron in NumPyHands-On
30m
Backpropagation Deep DiveVideo
38m
Optimization Landscapes & Loss FunctionsReading
25m
Regularization TechniquesVideo
20m
Capstone: Train a Binary ClassifierHands-On
27m

Includes lifetime access, private community, and certificate of completion.

Your Instructor

Learn from the builder.

Not a career educator. A CTO who ships production AI and teaches exactly what works at scale.

AB

Aiman Berdiev

CTO & Founder — MBL Group

Building autonomous AI systems since 2021. Architect of 22+ production businesses running on AI-first infrastructure. I don't teach theory I stopped using — I teach what I deployed this week.

22+

AI Businesses Built

15K+

Students Trained

4.97

Course Rating

Expertise

Transformer ArchitectureLLM Fine-TuningAgent SystemsMLOpsRAG PipelinesMulti-Agent OrchestrationProduction MLGPU InfrastructurePrompt EngineeringAI Business Strategy

Teaching Philosophy

“I don't believe in tutorials. I believe in shipping. Every lesson ends with something deployed, something broken, or something you had to debug at 2 AM. That's how you become dangerous.”

Published In

Towards Data Science
ArXiv (3 papers)
IEEE Access
HackerNoon

Daily Stack

PyTorch
Next.js
FastAPI
LangChain
Docker
AWS/GCP

Milestones

2026MBL Academy Launch
202522nd AI Business Deployed
2024First $1M ARR Product
2021First ML Model in Prod
Digital Arsenal

Production-ready tools. Instant download.

ComfyUI workflows, Python automation scripts, and deep-dive video tutorials. Built by engineers, for engineers.

Best Seller
ComfyUI Workflow

ComfyUI Portrait Pipeline

End-to-end portrait generation workflow with ControlNet, IP-Adapter, and automatic face-fix. Drag-and-drop JSON ready for ComfyUI.

$29$59
ComfyUI Workflow

ComfyUI Video-to-Video

Transform existing footage into AI-stylized video using AnimateDiff + temporal ControlNet. Includes batch-render node setup.

$49$99
ComfyUI Workflow

4K AI Upscale Workflow

Multi-pass upscaling chain using ESRGAN + tiled diffusion. Handles images up to 16MP with VRAM-safe tiling.

$19$39
Popular
Python Script

AI Lead Gen Automator

Python script that scrapes LinkedIn + enriches leads via GPT-4o for personalized cold outreach. Outputs to CSV & Notion.

$79$149
Python Script

Content Repurposer Engine

Automated pipeline: YouTube → transcript → blog post → Twitter thread → LinkedIn carousel. One script, five platforms.

$59$119
Python Script

Invoice Processing Agent

Autonomous agent that reads PDF invoices, extracts line items via vision models, and posts to QuickBooks. Zero manual entry.

$99$199
Most Popular
Video Tutorial

Build an AI Agent from Scratch

4-hour deep dive: tool-calling, memory, planning loops, and deployment. You ship a production agent by the end.

$149$299
Most Popular
Video Tutorial

Fine-Tune Your Own LLM

Complete walkthrough of LoRA fine-tuning on custom datasets. Covers data prep, training, eval, and Hugging Face deployment.

$129$259
Video Tutorial

Ship a SaaS MVP in 48 Hours

Next.js + FastAPI + Stripe + Auth. Real-time video tutorial building a complete AI SaaS from zero to first paying user.

$99$199

Your legacy starts with terminal output.

Stop watching tutorials. Start compiling. The Spring 2026 cohort closes strictly on Sunday night.