Educational Mission

Developing the next generation of engineers through rigorous academic training and hands-on laboratory experience.

Undergraduate

Programmable Logic Controllers (PLC)

Focusing on industrial logic, ladder programming, and real-time control architectures. Students engage with professional-grade hardware to solve complex sequencing tasks.

Topics:
  • IEC 61131-3 Standards
  • SCADA Integration
  • Industrial Bus Systems
Undergraduate

Industrial Automation Systems

A comprehensive study of automated production lines, robotics integration, and manufacturing intelligence.

Topics:
  • Sensors & Actuators
  • Distributed Control Systems (DCS)
  • IIoT & Industry 4.0
Undergraduate / Graduate

Machine Learning & Pattern Recognition

Foundations of statistical learning theory, supervised/unsupervised algorithms, and pattern recognition classifiers.

Topics:
  • Regression & Classification Models
  • Support Vector Machines & Random Forests
  • Dimensionality Reduction (PCA, t-SNE)
Graduate

Deep Learning & Computer Vision

Exploring deep neural structures, optimization schemes, and vision-based control loops for autonomous systems.

Topics:
  • Convolutional Neural Networks (CNN)
  • Object Detection & Segmentation (YOLO)
  • Volumetric depth and 3D sensing
Graduate

Transformer Architectures & Sequence Modeling

Deep study of self-attention mechanisms, natural language modeling, and time-series forecasting.

Topics:
  • Self-Attention & Multi-Head Attention
  • BERT, GPT & Decoder-Only Architectures
  • Temporal Forecasting & Signal Dynamics
Graduate

Random Signal Theory & Statistical Processing

Mathematical foundations of random processes, noise modeling, and statistical decision and estimation.

Topics:
  • Stationary & Ergodic Random Processes
  • Kalman & Wiener Filtering
  • Power Spectral Density & Detection Theory

Join Invariant Lab

We are always looking for passionate students to join our research and teaching initiatives. Contact us to learn about student research assistant positions.