Data Management Courses

Mining Online Data Across Social Networks

Explore techniques for mining online data to capture temporal patterns, model influence, and infer hidden networks of information flow across social media and news platforms.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Online Course

Data Compression - Theory and Applications

Master data compression theory and applications, from lossless techniques like Huffman coding to lossy methods including JPEG and modern ML approaches for efficient information representation.

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

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

AI and Climate - From Grids to Data Centers - AI Strategy and Innovation

Explore how AI accelerates efficiency and innovation across energy grids, data centers, and sustainability initiatives with Stanford experts in this interactive session.

• YouTube
• 39 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

Integrating Pathology Images and Genomics Data for Cancer Grading

Innovative AI methods for integrating pathology images and genomics data to enhance cancer grading accuracy, addressing modality challenges and improving performance when genomics data is missing.

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

How Can Privacy Exist in a Data-Driven World? - Stanford Seminar

Exploring privacy in a data-driven world through transparency tools, user studies, and artistic collaborations to reframe privacy as a societal value.

• YouTube
• 1 hour 1 minute
• 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

Carcinoid Syndrome - Complications and Management

Explore complications and management strategies for Carcinoid Syndrome with expert insights from Dr. Emily Bergsland in this informative panel discussion.

• YouTube
• 29 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

Gout in the Asian Population - Risk Factors, Symptoms, and Management

Explore gout's impact on Asian populations, including risk factors, symptoms, diagnosis, and management strategies. Learn about treatment options and lifestyle changes for better health outcomes.

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

Neural Networks in R and the MNIST Data - Lecture 10.R.1

Explore neural networks using R and MNIST data, learning practical implementation of deep learning techniques for image recognition and statistical analysis.

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

Stanford Seminar 2022 - DeepMind's Perceiver and Perceiver IO: New Data Family Architecture

Exploring DeepMind's Perceiver architecture for flexible AI processing across diverse data types, offering domain-general solutions comparable to specialized models in various tasks.

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

Inequality in Healthcare: Using AI and Data Science to Reduce Disparities

Exploring AI and data science applications to address healthcare inequality, featuring insights from experts on challenges and potential solutions in improving healthcare access and outcomes.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video