Advanced Lessons

Session 1, Part 2: Market Identification and Sales: Finding Your Customer

Session 25: Anthropogenic CO2 (2) and Review

Lec 23. Metrized Deep Learning

Lecture 03: Externalities in Theory & Practice

Lecture 05: Public Goods Theory, Optimality, and Pricing

Lecture 02: Externalities in Theory

Lecture 10: Social Insurance Theory

3: Deep Learning for Computer Vision – Building Convolutional Neural Networks from Scratch

10: Generative AI – Adapting LLMs with Parameter-Efficient Fine-Tuning

Lecture 7: Generating Functions for Catalan Numbers

Lecture 3: Inclusion-Exclusion

Lecture 17: Huffman Coding

Lecture 11: Basic Group Theory

Lecture 13: Duality in Linear Programming

Lecture 15: Max-Flow Min-Cut Theorem

Lecture 2: Independence and Conditioning

Lecture 8: Tail Bounds

Lecture 4: Counting

Lecture 2: Linear Algebra

Lecture 5: Probability Theory (cont.); Stochastic Processes I

Lecture 25: Stochastic Calculus (cont.); Stochastic Differential Equations

Lecture 09: Reflections on the Szemeredi-Trotter Theorem

Lecture 19: Random Walks on Finite Groups, Part 3

Lecture 18: Random Walks on Finite Groups, Part 2

Lecture 08: The Szemeredi-Trotter Theorem

Lecture 21: Homogeneous Dynamics, Part 2

Session 5-2: Differences Between Geothermal Heat Pumps and GEN

Video 6b: Representations of Ontologies: Craig Sapp’s Rosetta Stone

Video 4b: Music Representation in General

Video 7d: Partwise vs. Timewise Polyphonic Representations

Video 12a: Painting Emotions in Music and Text

Video 32a: Tipping the Iceberg

Class 8 Video: Hierarchies (II): Streams and Recursions

Video 26a: Vocabulary Reduction

Class 5 Video: Music Representation (II)

Class 28 Video: Feature Extraction and Machine Learning (II)

Video 9c: Interview with Michael Good on MusicXML

Class 30 Video: Mathematical and Statistical Musicology

Classes 18-21 Video: Brief Synopsis of Guest Sessions on Music Cognition

Video 12b: Chorales as a Corpus

Class 7 Video: Music Representation (IV) & Hierarchies (I)

Class 10 Video: Equivalence and Intervals (I); Hierarchies (IV)

Class 24 Video: Algorithmic Composition (II)

Video 22a: Chord Review and 13 Chords: Some Problems with Roots

Class 11 Video: Equivalence and Intervals (II) and Filters  in music21

Video 3b: Pitch Representation: Pros, Cons, and Stakeholders

Class 31 Video: Music Visualization and Optical Music Recognition

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