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Microsoft

Tagging Audio Using Deep Learning

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Learn to use deep learning for audio tagging, converting sounds to images and building a classifier model to categorize songs by mood. Includes hands-on demo and practical insights.
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6 Lesons
26 minutes
On-Demand
Free-Video
Steve Brunton

Fourier Analysis

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Comprehensive exploration of Fourier analysis, covering series, transforms, and applications. Includes practical implementations in MATLAB and Python for signal processing, PDEs, and image compression.
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39 Lesons
8 hours
On-Demand
Free-Video
Steve Brunton

Fast Fourier Transforms and Audio

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Explore Fast Fourier Transforms and their application in audio processing, covering theory, implementation in MATLAB, and practical examples like noise filtering and spectrograms.
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10 Lesons
48 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Short-Time Fourier Transform Explained Easily

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Explore the Short-Time Fourier Transform's theory and applications in AI audio processing, including spectrogram extraction for deep learning models, explained visually and intuitively.
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16 Lesons
35 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Sound Generation with Deep Learning - Approaches and Challenges

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Explore deep learning approaches for sound generation, including raw audio and spectrogram methods. Learn about challenges, architectures, and inputs used in creating AI-generated audio.
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15 Lesons
25 minutes
On-Demand
Free-Video
Banach Center

Time-Frequency Representations and Related Topics - Part 3

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Explore advanced time-frequency representations and related concepts in signal processing, enhancing understanding of complex signal analysis techniques.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Banach Center

Time-Frequency Representations and Related Topics - Part 4

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Explore advanced time-frequency representations and related concepts in signal processing, enhancing understanding of complex signal analysis techniques.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Banach Center

Time-Frequency Representations and Related Topics - Part 2

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Explore advanced time-frequency representations and related concepts, building on foundational knowledge to deepen understanding of signal analysis techniques.
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1 Lesons
59 minutes
On-Demand
Free-Video
Banach Center

Time-Frequency Representations and Related Topics - Part 1

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Explore time-frequency representations and related concepts in signal processing, gaining insights into advanced analysis techniques for complex signals.
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1 Lesons
59 minutes
On-Demand
Free-Video
Hubble Space Telescope

Active Luminous Blue Variables in the Large Magellanic Cloud

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Explore the enigmatic world of luminous blue variable stars, their unpredictable behavior, and their role in massive star evolution. Gain insights from long-term monitoring and recent discoveries in astrophysics.
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12 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Data Science Conference

Deep Learning Module for Video Sound Recognition Using Azure Video Indexer

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Discover how to enhance video transcription by integrating Azure Video Indexer with Databricks, implementing machine learning models for audio recognition and spectrogram classification.
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1 Lesons
22 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Understanding Audio Data for Deep Learning

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Explore fundamental audio processing concepts for deep learning, including waveforms, pitch, Fourier transform, and MFCCs, essential for AI applications in sound analysis.
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11 Lesons
33 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Generating Sound Digits with a Variational Autoencoder

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Learn to generate audio spectrograms of sound digits using a trained Variational Autoencoder, then convert them into audio. Includes implementation, scripting, debugging, and result evaluation.
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7 Lesons
35 minutes
On-Demand
Free-Video
Black Hat

Rapid Radio Reversing

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Explore wireless security research techniques combining SDR and non-SDR tools. Learn efficient reverse engineering processes for analyzing and decoding radio signals in this hands-on demonstration.
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27 Lesons
1 hour 1 minute
On-Demand
Free-Video
EuroPython Conference

Audio Classification with Machine Learning

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Learn practical techniques for audio classification using machine learning, including spectrograms, CNNs, and transfer learning. Explore applications in speech, music, medical diagnostics, and more using Keras and TensorFlow.
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1 Lesons
43 minutes
On-Demand
Free-Video
EuroPython Conference

Implementing a Sound Identifier in Python

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Explore Python-based sound recognition using DSP techniques. Learn to implement a Shazam-style identifier, covering fingerprinting, challenges, and future steps. Suitable for Python enthusiasts interested in audio processing.
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17 Lesons
22 minutes
On-Demand
Free-Video
EuroPython Conference

Audio Classification with Machine Learning

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Learn to build practical machine learning models for audio classification using spectrograms, CNNs, and techniques like transfer learning and data augmentation with Keras and TensorFlow.
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25 Lesons
43 minutes
On-Demand
Free-Video