Theoretical Computer Science Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• Conference Talk

NPTEL-NOC IITM

Significance of Regular Languages and Regular Operations - Lecture 5

Explore regular languages, non-regular examples, and key operations like union, concatenation, and Kleene star to deepen understanding of formal language theory.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Simons Institute

Optimal Broadcast Encryption and More from Evasive LWE

Explore advanced cryptographic techniques using evasive LWE, focusing on optimal broadcast encryption and its applications in secure communication systems.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Simons Institute

New Quantum Cryptographic Primitives I

Explore cutting-edge quantum cryptography with Mark Zhandry, delving into novel primitives and their implications for secure communication in the quantum era.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Simons Institute

SAT-Solving

Explore the theory and practice of SAT-solving, delving into satisfiability concepts and advanced techniques in this comprehensive lecture by Armin Biere.

• YouTube
• 4 hours 23 minutes
• On-Demand
• Free Video

Simons Institute

Improved Bounds for the Sunflower Lemma

Explore recent progress on the sunflower conjecture, examining structure vs pseudo-randomness and connections to DNF simplification under random restrictions.

• YouTube
• 1 hour 50 minutes
• On-Demand
• Free Video

Simons Institute

Quantum Random Walks

Explore quantum random walks and their applications in algorithms, complexity, and cryptography, with insights from expert Andras Gilyen.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Simons Institute

Lattices and Quantum

Explore the intersection of lattice-based cryptography and quantum computing with expert Zvika Brakerski, delving into cutting-edge research and potential implications for future security systems.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Simons Institute

Efficient Zero-Knowledge Proofs: A Modular Approach

Explore modular techniques for creating efficient zero-knowledge proofs, focusing on probabilistically checkable and interactive proof systems in cryptography.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video