Quantitative Methods Courses

International Centre for Theoretical Sciences

A Glimpse into the Fun World of Probabilistic Methods by Moumanti Podder

Explore the fascinating realm of probabilistic methods, uncovering their applications and significance in various fields of mathematics and beyond.

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

Code With Dary

Laravel Collections & Eloquent Methods - Mastering in Laravel

Comprehensive tutorial on 44 essential Laravel collections and Eloquent methods, covering data manipulation, filtering, sorting, and more for efficient database operations and improved coding practices.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Particle Methods for Optimization Over Measures - Lecture 2

Explore particle methods for measure optimization, focusing on theoretical foundations and practical applications in data science and machine learning.

• YouTube
• 2 hours 19 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Probabilistic Methods in Data Science - Lecture by Aurélien Garivier

Exploration des méthodes probabilistes et d'optimisation en science des données, mettant l'accent sur les techniques analytiques et algorithmiques pour traiter efficacement les grands volumes de données.

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

International Centre for Theoretical Sciences

Particle Methods for Optimization Over Measures by Lénaïc Chizat

Explore particle methods for measure optimization, focusing on theoretical foundations and practical applications in data science and machine learning.

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

CODE4EDUCATION

JavaScript DOM Targeting Methods Tutorial in Hindi

JavaScript DOM में टारगेटिंग मेथड्स सीखें - डॉक्यूमेंट, एलिमेंट्स और एट्रिब्यूट्स को सेलेक्ट करने के विभिन्न तरीके। प्रैक्टिकल उदाहरणों के साथ DOM मैनिपुलेशन की बुनियादी जानकारी।

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

IEEE

Coordinate Methods for Matrix Games

Explore efficient algorithms for solving matrix games, focusing on coordinate methods and their implementation challenges and benefits.

• YouTube
• 25 minutes
• On-Demand
• Conference Talk

Black Hat

EtherOops - Exploring Practical Methods to Exploit Ethernet Packet-in-Packet Attacks

Explore practical methods to exploit Ethernet packet-in-packet attacks, bypassing firewalls and NAT solutions. Learn how attackers can establish man-in-the-middle positions to eavesdrop on corporate communications.

• YouTube
• 43 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Translation Tutorial - A History of Quantitative Fairness in Testing

Explores historical quantitative fairness definitions in education and hiring, translating 1960s-70s concepts to modern machine learning notation and highlighting challenges for current fairness research.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fairness Methods

Explores advanced fairness methods in machine learning, including causal awareness, soft-to-hard decision making, and deep weighted averaging classifiers, to address bias and promote equitable AI systems.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Four Years of FAccT - A Reflexive, Mixed-Methods Analysis of Research Contributions, Shortcomings, and Future Prospects

Reflexive analysis of FAccT research, examining contributions, limitations, and future directions in computing fairness, accountability, and transparency over four years.

• YouTube
• 16 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

A Review of Taxonomies of Explainable Artificial Intelligence - XAI Methods

Explore various taxonomies of Explainable AI methods, comparing their structures and implications for understanding and categorizing XAI approaches.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Epistemic Values in Feature Importance Methods - Lessons From Feminist Epistemology

Explore how feminist epistemology insights can enhance feature importance methods in machine learning, addressing biases and improving interpretability in AI systems.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

RSA Conference

Speaking to Executives - Implementing Quantitative Risk in Cyber-Programs

Explore strategies for communicating cyber risk to executives using quantitative methods like FAIR. Learn to build defensible investment strategies and gain insights on workforce development and messaging.

• YouTube
• 50 minutes
• On-Demand
• Conference Talk

USENIX Enigma Conference

Computational Methods to Understand and Mitigate Online Aggression

Explores computational methods to understand and mitigate coordinated online aggression, focusing on hate attacks against YouTube creators and Zoom bombing incidents, while discussing challenges in developing effective countermeasures.

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