Data Protection Courses

MedAI - Training Medical Image Segmentation Models with Less Labeled Data - Sarah Hooper

Innovative semi-supervised method for training medical image segmentation models using minimal labeled data, achieving comparable accuracy to fully supervised approaches while significantly reducing labeling requirements.

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

Rethinking Architecture Design for Data Heterogeneity in FL - Liangqiong Qu

Explores innovative architecture designs for federated learning in medical AI, focusing on Transformers to address data heterogeneity challenges and improve model performance across diverse healthcare institutions.

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

Data-Efficient AI for Accelerating MRI Acquisition

Explore physics-guided AI techniques for accelerating MRI acquisition, including unsupervised and semi-supervised approaches. Learn about a new 1.5TB dataset for evaluating MRI reconstructions with clinically-relevant metrics.

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

Joint Learning Over Visual and Geometric Data

Explore joint learning approaches in visual and geometric domains to reduce supervision load, leveraging data correlations and self-supervision for improved performance and efficiency.

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

Using Data for Increased Realism with Haptic Modeling and Devices

Explore innovative haptic modeling techniques using data-driven approaches for enhanced realism in touch-based interactions and social touch applications.

• YouTube
• 56 minutes
• Self-Paced
• Free Online Course

Data Overload - Making Sense of Statistics in the News, Kristin Sainani

Learn to critically analyze statistics in news, understand risk communication, and navigate common pitfalls in data interpretation with Stanford professor Kristin Sainani's insightful webinar.

• YouTube
• 58 minutes
• Self-Paced
• Free Online Course

Human-Machine Symbiosis in Data Visualization

Exploring human-machine configurations for data visualization tasks, focusing on interactive analysis of event sequence data and visualization authoring through manipulable semantic components.

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

Human-Centered AI for Mental Health Prediction in Social Media Data

Exploring human-centered machine learning for ethical and compassionate mental health predictions on social media, combining Media Studies and Computer Science approaches.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Deep Generative Models - Diffusion Models for Discrete Data - Lecture 18

Explore diffusion models for discrete data in this Stanford lecture, covering advanced techniques in deep generative modeling for AI applications.

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

Asymmetric Numeral Systems (ANS) - Data Compression Lecture 7

Explore Asymmetric Numeral Systems (ANS), an advanced data compression technique, in this Stanford lecture. Gain insights into its principles, applications, and advantages in modern compression algorithms.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Dancing Cells - Efficient Data Structures for Combinatorial Problem Solving

Explore efficient data structures for combinatorial problem-solving with Dr. Don Knuth's lecture on "Dancing Cells," an evolution of the "Dancing Links" concept, offering improved performance in algorithmic exploration.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Free Video

Harnessing Data for Social Impact - Empowering Communities through Visualization and Social Computing

Explore innovative tools combining visualization, HCI, and AI to empower communities in addressing complex societal issues like urban planning and climate change, fostering inclusive decision-making.

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

Robot Skill Acquisition: Policy Representation and Data Generation

Explore solutions for scalable, reusable, and robot-complete data in robotics, addressing challenges and hidden costs to advance robot learning beyond current limitations.

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

Health Equity Among Native Hawaiians and Other Pacific Islanders - Combating Structural Racism in Data

Explore data disaggregation and inclusion of Native Hawaiians and Pacific Islanders in medical research to combat systemic racism and address health disparities specific to these populations.

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

Stanford Seminar - Intelligence Augmentation Through the Lens of Interactive Data Visualization

Explore interactive data visualization's role in human-machine partnerships, bridging mental models with machine learning, and addressing epistemological challenges in the era of generative AI.

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