Back to Engineering

Back to Engineering is Iulia's YouTube channel on practical engineering, data science, cloud, electronics, robotics, and physical AI.

Key facts

  • Type: YouTube channel / engineering education source
  • Channel name: Back to Engineering (iulia)
  • Source coverage: 41 regular videos from 2018-12-16 to 2026-05-10 [src-076]
  • Recent focus: physical AI, robotics, microcontrollers, robot arms, ROS, edge compute, and LLM-assisted robotics [src-076]
  • Earlier focus: data science study, Azure Machine Learning, data roles, and ML project production failure modes [src-076]

What it covers

The channel's recent arc moves from beginner electronics into robotics and physical AI: microcontrollers, Raspberry Pi, Arduino, sensors, servos, robot arms, ROS, robot data platforms, and local or networked LLMs for robot behaviour [src-076].

The earlier arc is useful as background for AI career and production-system thinking: data science education, Azure ML, data warehouses, AutoML, and why many ML projects fail before reaching useful production deployment [src-076].

Related concepts

Source references

  • [src-076] Back to Engineering (iulia) – physical AI, robotics, and data science cluster (41 videos, 2018-12-16 to 2026-05-10)

Robin Cartier perspective

This page is part of Robin Cartier's working AI knowledge graph: a practical research layer for production AI, recommendation systems, experimentation, GEO, and agentic web readiness.

The useful next step is to connect this concept back to applied product leadership and operating models.

Recommended next

Keep reading from this thread

From 500 indexed pages and articles.

  1. Wiki concept Robotics Learning Roadmap A robotics learning roadmap is a staged path from basic electronics to physical AI: circuits, microcontrollers, processors, mechanical builds, ROS, perception, data, ML Related by back
  2. Wiki concept Microcontroller Robotics Stack The microcontroller robotics stack is the low-level hardware and software layer that connects code to sensors, motors, lights, servos, drivers, power, and physical Related by back
  3. Wiki concept Robot Arm Prototyping The hands-on practice of building, wiring, programming, calibrating, and iterating small robotic arms to learn physical AI constraints. Related by back