Audio Processing Courses and Certifications

ADC - Audio Developer Conference

Accelerated Audio Computing: From Problem to Solution

Explore accelerated audio computing advancements: technology progress, use cases, SDK vision, and industry standards. Engage in shaping the future of GPU-powered audio processing.

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

ADC - Audio Developer Conference

Leveraging Pruning and Quantization for Efficient Real-Time Audio Applications

Explore pruning and quantization techniques to enhance efficiency of complex audio models for real-time processing in resource-constrained environments. Gain insights into model compression for audio applications.

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

ADC - Audio Developer Conference

Audio In, MIDI Out: Generating MIDI from Audio Analysis

Explore audio-to-MIDI plugin development, transforming audio input into MIDI events for creative music production workflows. Learn techniques for real-time content analysis and feature extraction.

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

ADC - Audio Developer Conference

Pipeline for VA Modelling with Physics-Informed Machine Learning

Explore a VA modelling pipeline using Differentiable Wave Digital Filters and neural networks for accurate, real-time circuit modelling, demonstrated with a diode clipper circuit.

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

ADC - Audio Developer Conference

TX/RX Part 1: Workbenching Neural Audio Solutions - Deploying to Hardware

Explore shortcuts for workbenching neural audio DSP solutions on host systems, focusing on design/deploy build systems and minimizing compute for realtime performance.

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

Dyalog User Meetings

Music: APL vs APS - Synthesizing Bach's Toccata and Fugue Using Array Programming

Explore music synthesis using APL, from WAV files to harmonics, chords, and reverberation. Create a full rendition of Bach's Toccata and Fugue with animated visualization.

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

KansasFest

Apple II Audio From the Ground Up - Optimizing Speaker Output

Explore advanced Apple II speaker audio techniques, including Pulse Width Modulation and software simulation, to optimize audio quality with cycle-level precision.

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

Data Science Conference

Audio Data Augmentation: Techniques, Theory, and Implementation

Discover essential audio data augmentation techniques for machine learning, from time shifting to frequency masking, with practical Python implementations and best practices for enhancing audio datasets.

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

Center for Language & Speech Processing(CLSP), JHU

Multiclass Audio Segmentation in Broadcast Environments

Explore multiclass audio segmentation techniques for broadcast environments, focusing on cutting-edge approaches and practical applications.

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

Center for Language & Speech Processing(CLSP), JHU

New Twists for New Tricks - Making Audio Deep Learning Practical

Explore innovative approaches to audio deep learning, addressing practical challenges in efficiency, unsupervised learning, and resource-limited scenarios for enhanced audio processing and source separation.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Recognizing Sound Events - 2019

Explore deep neural networks for sound classification, covering speech, music, and environmental sounds. Learn about AudioSet ontology and applications in bioacoustics and cross-modal learning.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Computational Analysis of Sound Scenes - 2020

Explore computational sound scene analysis, covering tasks from basic classification to advanced localization and captioning, with deep learning techniques and data requirements.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Name That Tune: Finding a Song from a Sung Query

Explore techniques for music retrieval using Query by Humming, including string-alignment algorithms and hidden Markov models. Compare approaches and their effectiveness in finding songs from sung queries.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

From Bases to Exemplars, and From Separation to Understanding

Explore audio source separation techniques, from basis functions to exemplars, and learn how to achieve direct computation of tasks like noisy speech recognition without intermediate separation steps.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

One Man And His Songs

Comparing the Roles of Filter and EQ Plugins in Audio Production

Understand the key differences between filter and EQ plugins in audio production, exploring their unique functions and practical applications in music mixing.

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