Machine Learning Courses and Certifications

Paul G. Allen School

Integrating AI and Machine Learning in Life Sciences - Allen School Colloquia

Exploring AI integration in life sciences, covering explainable AI, COVID-19 detection, cancer precision medicine, and biological discovery through advanced machine learning techniques.

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

TheIACR

Machine Learning and Side-Channel Analysis I - CHES 2023

Explore cutting-edge applications of machine learning in side-channel analysis, featuring expert presentations and discussions on the latest advancements in cryptographic hardware security.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning Workshop 2023 - Contributed Talks Session II

Explore cutting-edge research in privacy-preserving machine learning through expert presentations at the PPML 2023 workshop, covering innovative techniques and applications in the field.

• YouTube
• 1 hour 50 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning - Invited and Contributed Talks

Explore privacy-preserving machine learning with expert Mariana Raykova and contributed talks from PPML 2023, covering cutting-edge research and advancements in secure AI and data protection.

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

TheIACR

Privacy-Preserving Machine Learning Workshop - Invited and Contributed Talks

Explore cutting-edge research in privacy-preserving machine learning with expert talks and contributions at PPML 2023, covering innovative techniques and advancements in the field.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning: Challenges and Opportunities - Invited Talk

Explore privacy-preserving machine learning with Sewoong Oh's invited talk at PPML 2023, covering cutting-edge techniques and advancements in protecting data privacy during ML processes.

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

TheIACR

Machine Learning for Side-Channel Attacks

Explore machine learning techniques for side-channel attacks, enhancing cybersecurity knowledge and practical skills in this cutting-edge field of information security.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

TheIACR

Physical Unclonable Functions: Machine Learning and Security Challenges

Explore machine learning applications for Physical Unclonable Functions, addressing challenges in simulation, optimization, and security while examining various attack strategies.

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

Institute for Pure & Applied Mathematics (IPAM)

Provably Efficient Quantum Algorithms for Nonlinear Dynamics and Machine Learning

Explore quantum algorithms for nonlinear dynamics and machine learning, including efficient solutions for differential equations and training sparse neural networks with potential quantum enhancements.

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

Model Openness Framework: The Path to Openness, Transparency and Collaboration in Machine Learning Models

Explore the Model Openness Framework, a system for rating machine learning models based on openness and completeness, promoting transparency and collaboration in AI development.

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

PyCon US

Hybrid Quantum-Classical Machine Learning using Qiskit

Explore hybrid quantum-classical machine learning with Qiskit for text classification and sentiment analysis, combining quantum circuits and classical models.

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

PyCon US

Hybrid Quantum-Classical Machine Learning using Qiskit

Explore hybrid quantum-classical machine learning with Qiskit for text classification and sentiment analysis, combining quantum circuits and classical models.

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

Simons Institute

What Does Machine Learning Have to Offer Mathematics? - Theoretically Speaking

Explore the intersection of machine learning and mathematics, focusing on novel techniques in combinatorics and potential impacts on mathematical practice.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Simons Institute

Bioacoustics and Machine Learning as Key Tools in Conservation

Explore how bioacoustics and machine learning revolutionize wildlife conservation, offering innovative solutions for monitoring and protecting endangered species.

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

BSidesLV

Tactics and Impacts of Adversarial Machine Learning

Explore adversarial attacks on ML systems, AI jailbreaks, and their impact on popular AI models. Gain insights into cybersecurity risks and preparedness strategies in the rapidly evolving AI landscape.

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