Derek Banas Courses

MATLAB Tutorial

A fast, comprehensive MATLAB overview covering programming fundamentals, matrices, data structures, object-oriented code, file I/O, and plotting.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

F# Tutorial

A compact, hands-on introduction to F# core syntax, from immutable bindings and functional control flow to collections, generics, exceptions, structs, and classes.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

Erlang Tutorial

Learn Erlang’s core syntax through examples, from pattern-based data structures and recursion to file I/O and concurrent processes.

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

Python for Data Science

A compact walkthrough of the NumPy, pandas, and Plotly skills used most often in data science, paired with commented code files and stock data.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Machine Learning Tutorial for Beginners

Build TensorFlow neural network regression models, following the workflow from data preparation and feature encoding through training and evaluation.

• YouTube
• 2 hours 3 minutes
• Self-Paced
• Free Video

Microsoft Excel Tutorial for Beginners - Full Course

A from-scratch Excel tutorial spanning formulas, data validation, PivotTables, Power Pivot, What-If analysis, and VBA macros.

• YouTube
• 4 hours 57 minutes
• Self-Paced
• Free Video

Comprehensive Introduction to Probability Theory and Applications

A compact one-video survey of probability, pairing textbook formulas with a solved real-world problem for each.

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

Transfer Learning with TensorFlow - Live Coding and Explanation

Livestreamed coding tutorial on reusing pretrained TensorFlow models for multiclass image classification with CNNs.

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

Convolutional Neural Networks with TensorFlow 2022

Build convolutional neural networks in TensorFlow for image recognition, covering image preparation, convolution, optimization, augmentation, and model saving.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

TensorFlow Binary and Multi-class Classification Tutorial

Learn to build, train, and evaluate TensorFlow models for binary and multi-class classification, from cleaning and normalizing data to selecting activations.

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

TensorFlow Tutorial 2022

A hands-on TensorFlow tutorial covering tensor operations, data preparation, and the complete workflow for training and evaluating neural-network regression models.

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

Linear Regressions with StatsModels - Data Science Tutorial

Create linear regressions with StatsModels, using Python data-science libraries and example datasets to examine professor ratings and tipping.

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

Comprehensive Solidity Tutorial for Smart Contract Development

Core Solidity syntax and smart-contract coding for Ethereum, with live-coded examples of variables, functions, deployment, and arrays.

• YouTube
• 2 hours 18 minutes
• Self-Paced
• Free Video

Learn Precalculus - Comprehensive Problem-Solving Guide

Solve precalculus problems by applying algebraic rules for simplifying and expanding expressions, with foundational preparation for calculus.

• YouTube
• 2 hours 34 minutes
• Self-Paced
• Free Video

Comprehensive Trigonometry and Conic Sections Tutorial

A problem-solving walkthrough of trigonometry with live worked examples, plus graphing and conic sections including circles, parabolas, and hyperbolas.

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