Theoretical Computer Science Courses and Certifications

International Centre for Theoretical Sciences

Deep Learning Applications by Rina Panigrahy

Explore deep learning applications, from basic concepts to advanced techniques. Learn about neural networks, optimization methods, and real-world uses in image and speech recognition.

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

IEEE

Indistinguishability Obfuscation from Well Founded Assumptions - Part 1

Explore the concept of indistinguishability obfuscation, its historical perspective, and related topics like pseudorandom objects and learning with errors in computer science.

• YouTube
• 50 minutes
• Self-Paced
• Conference Talk

International Mathematical Union

Mean Estimation in High Dimension

Exploring recent advances in high-dimensional mean estimation, focusing on statistical challenges and computational aspects for independent, identically distributed data.

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

TheIACR

Certified Randomness from Quantum Supremacy

Explore quantum supremacy, certified randomness, and their implications in cryptography with Scott Aaronson's insightful presentation on cutting-edge quantum computing concepts.

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

Tom Rocks Maths

Interview with Noga Alon - Mathematician with 600 Publications

Interview with mathematician Noga Alon discussing his prolific career, interdisciplinary research, and notable contributions to mathematics, including necklace splitting and applications of the Borsuk-Ulam Theorem.

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

Strange Loop Conference

Oatmeal is Cheap - A Fundamental Theorem for Procedural Generators

Explore Kolmogorov complexity in procedural generation, linking generator knowledge to output complexity. Insights for game design decisions in Minecraft, Borderlands, and Tea Garden, with interactive examples.

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

Paul G. Allen School

Coding for Sunflowers - Theory Seminar

Explore recent advancements in the sunflower conjecture, simplifying proofs and discussing set theory implications in this mathematical theory seminar by Anup Rao.

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

Paul G. Allen School

Natural Language Processing - Lecture 3

Explore advanced topics in natural language processing, focusing on deep learning techniques and their applications in text analysis and generation.

• YouTube
• 2 hours 43 minutes
• Self-Paced
• Free Video

Paul G. Allen School

Machine Learning - Lecture 8

Explore advanced machine learning concepts, focusing on ensemble methods and boosting techniques to enhance model performance and predictive accuracy.

• YouTube
• 2 hours 52 minutes
• Self-Paced
• Free Video

Paul G. Allen School

Machine Learning - Lecture 6

Explore advanced machine learning concepts, focusing on ensemble methods and boosting techniques to enhance model performance and predictive accuracy.

• YouTube
• 2 hours 54 minutes
• Self-Paced
• Free Video

Paul G. Allen School

Machine Learning - Lecture 4

Machine learning techniques for classification, including decision trees, logistic regression, and support vector machines. Explores model evaluation, feature engineering, and handling imbalanced datasets.

• YouTube
• 2 hours 56 minutes
• Self-Paced
• Free Video

Paul G. Allen School

CSEP 501 - Compilers for Computer Languages - Lecture 10

Explore advanced compiler optimization techniques, focusing on data-flow analysis and its applications in program transformation and code improvement.

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

Scala Days Conferences

A Pragmatic Introduction to Category Theory

Explore the fundamentals of Category Theory and its practical applications in functional programming, with a focus on Scala implementations and real-world examples.

• YouTube
• 42 minutes
• Self-Paced
• Conference Talk

TheIACR

Living Between the Ideal and Real Worlds

Explore the balance between theoretical ideals and practical realities in cryptography with insights from expert Nigel Smart's Eurocrypt 2017 presentation.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Conference Talk

TheIACR

On the Impossibility of Tight Cryptographic Reductions

Explore the limitations of tight cryptographic reductions and their implications for security proofs in cryptography.

• YouTube
• 25 minutes
• Self-Paced
• Conference Talk