nanohubtechtalks Courses

Hands-on Learning Modules on Data Science and Machine Learning in Engineering

Discover hands-on data science and machine learning applications in materials science through interactive modules with lectures, tutorials, and cloud-based simulations.

• YouTube
• 2 hours 32 minutes
• Self-Paced
• Free Video

Utilizing nanoHUB Tools for Materials Science Education

Explore free nanoHUB simulation tools for materials science education, featuring ab initio modeling, electronic properties, Jupyter notebooks, and machine learning applications.

• YouTube
• 5 hours 4 minutes
• Self-Paced
• Free Video

ECE 606 Solid State Devices - F2020

Master semiconductor physics and device operation through comprehensive coverage of quantum mechanics, crystal structures, bandstructure theory, and modern transistor design.

• YouTube
• 1 day 3 hours 24 minutes
• Self-Paced
• Free Video

Hands-on Data Science and Machine Learning Training (2020)

Master data science and machine learning through hands-on training using Jupyter notebooks, neural networks, random forests, and PCA—no coding experience required.

• YouTube
• 9 hours 16 minutes
• Self-Paced
• Free Video

Introduction to Thermoelectricity

Explore thermoelectric science from theory to applications, covering transport coefficients, device design, and system optimization for power generation and cooling technologies.

• YouTube
• 2 hours 37 minutes
• Self-Paced
• Free Video

Data Analysis, Design of Experiment, and Machine Learning

Master statistical analysis, experimental design, and machine learning fundamentals using MATLAB and Excel for data interpretation and physics-based applications.

• YouTube
• 11 hours 23 minutes
• Self-Paced
• Free Video

Fiber Optic Communication

Master fiber optic communication fundamentals, from system components to quantum networks, covering lasers, amplifiers, multiplexing, and future technologies.

• YouTube
• 8 hours 17 minutes
• Self-Paced
• Free Video

Primer on Semiconductor Fundamentals

Discover semiconductor physics from energy bands to quantum mechanics, carrier dynamics, and device equations through Purdue's comprehensive fundamentals program.

• YouTube
• 9 hours 38 minutes
• Self-Paced
• Free Video

Nanophotonic Modeling - 2016

Master nanophotonic modeling through photonic crystals, FDTD simulations, S-matrices, and FEM methods for advanced optical device design and analysis.

• YouTube
• 9 hours 9 minutes
• Self-Paced
• Free Video

Biological Engineering - Cellular Design Principles

Explore cellular architecture, gene circuits, and biological oscillations while mastering quantitative design principles for engineering living systems and biosensors.

• YouTube
• 6 hours 53 minutes
• Self-Paced
• Free Video

Nanophotonic Modeling (2014)

Master nanophotonic modeling through photonic crystals, FDTD simulations, S-matrices, and FEM methods for advanced optical device design and analysis.

• YouTube
• 9 hours 9 minutes
• Self-Paced
• Free Video

Principles of Electronic Nanobiosensors

Master the physics and engineering principles behind nanoscale biosensors, covering sensitivity, selectivity, settling time, and real-world applications like genome sequencing.

• YouTube
• 17 hours 26 minutes
• Self-Paced
• Free Video

Fundamentals of Bioelectricity - Mammalian Nervous System and Neuromodulation

Explore bioelectricity fundamentals in mammalian nervous systems, from molecular signaling to neuromodulation with nano-engineered devices and mathematical modeling.

• YouTube
• 12 hours 1 minute
• Self-Paced
• Free Video

Cell Culture Basics

Master essential aseptic techniques for safe cell culture including medium handling, vessel labeling, cell seeding, and contamination prevention in laboratory settings.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

From Atoms to Materials - Predictive Theory and Simulations

Explore quantum mechanics, electronic structure, molecular dynamics, and statistical mechanics to understand how atomic-scale physics governs material properties and behavior.

• YouTube
• 11 hours 51 minutes
• Self-Paced
• Free Video