AUDIO + ACOUSTICS
Acoustic measurement, acoustic mapping, room acoustics, acoustic simulation, room impulse responses, spatial audio, localization, loudspeaker design, coverage modeling, intelligibility, system tuning, validation, live sound, front-of-house mixing, signal flow, DSP, gain structure, commissioning, troubleshooting, Treble SDK, SMAART v8, EASE, Soundvision, Librosa, GCC-PHAT, SRP-PHAT, FOA/HOA ambisonics.
AI + MACHINE LEARNING
Artificial intelligence, machine learning, statistical learning, deep learning, audio AI, data analysis, exploratory data analysis, statistics, hypothesis testing, A/B testing, time series, classification, regression, decision trees, ensemble methods, neural networks, CNNs, transfer learning, data augmentation, NLP, generative AI, large language models, retrieval-augmented generation, prompt engineering, model evaluation, hyperparameter tuning.
PROGRAMMING + DATA
Python, NumPy, SciPy, Pandas, Seaborn, Jupyter, MATLAB (working knowledge), C++, JUCE, FFT, STFT, spectral analysis, audio feature engineering, Streamlit, Flask, Docker, Hugging Face, API development, Git, GitHub, AI-assisted IDEs and developer frameworks.
SPATIAL + APP DEVELOPMENT
Swift, SwiftUI, ARKit, RoomPlan, iOS room capture, 3D geometry workflows, room material metadata, and Treble SDK integration.
AV + NETWORKED SYSTEMS
AV systems integration, Q-SYS Designer, Dante Controller, Dante Virtual Soundcard, Symetrix Composer, BrightSign, Atlona, LEA, M32, M32C, Allen & Heath dLive C3500, IP8, Visionary Solutions, Netgear M4250, UniFi, Wireshark, AVoIP, networked audio, vMix, OBS, NDI.
DESIGN + DOCUMENTATION
Revit, AutoCAD, AutoLISP, Bluebeam, SketchUp, system design, rack elevations, one-line drawings, engineering documentation, training, commissioning, and field support.