Health Data Analysis Courses

Collaborative Data Science for Healthcare

Explore digital health data analysis using MIMIC database. Develop analytical skills for healthcare research, from clinical questions to robust assessments. Hands-on workshops on data science applications in medicine.

• edX
• 12 weeks, 2-3 hours a week
• On-Demand
• Free Online Course (Audit)

Understanding the World Through Data -

34 ratings at edX

Become a data explorer – learn how to leverage data and basic machine learning algorithms to understand the world.

• edX
• 8 weeks, 3-6 hours a week
• On-Demand
• Free Online Course (Audit)

MIT Computational Biology - Genomes, Networks, Evolution, Health - Fall 2018

Comprehensive exploration of computational biology, covering genomics, networks, evolution, and health applications through advanced algorithms, data analysis, and cutting-edge research topics.

• YouTube
• 1 day 7 hours
• On-Demand
• Free Video

Mathematics of Big Data and Machine Learning, IAP 2020

Explore artificial intelligence and machine learning with a focus on data handling challenges, covering topics from associative arrays to bio sequence cross-correlation and Kronecker graphs.

• YouTube
• 14 hours
• On-Demand
• Free Video

Data Augmentation for Image-Based Reinforcement Learning

Explores data augmentation techniques for image-based reinforcement learning, presenting a model-free algorithm and a self-supervised framework for visual continuous control tasks, achieving state-of-the-art results.

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

Diverse Data and Efficient Algorithms for Robot Learning

Explore diverse data collection and efficient algorithms for robot learning, focusing on large-scale approaches and reinforcement learning for deformable object manipulation.

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

Health Information Systems to Improve Quality of Care in Resource-Poor Settings

Explore innovative health information systems for developing countries, focusing on improving outcomes, strengthening infrastructure, and fostering collaboration. Learn from experts about challenges and solutions in resource-poor settings.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Mathematics of Big Data and Machine Learning

Explore the Dynamic Distributed Dimensional Data Model (D4M) to tackle Big Data challenges using graph theory, linear algebra, and databases. Apply this innovative approach to real-world problems in various fields.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Innovation Systems for Science, Technology, Energy, Manufacturing, and Health

Explore science and technology policy, examining innovation systems in energy, computing, manufacturing, and health sectors, with emphasis on public policy and federal government's role.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Data Analysis for Social Scientists

Learn data analysis techniques for social sciences, including probability, statistics, regression, experiments, and machine learning, with real-world applications and R programming instruction.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Real Analysis

Explore mathematical analysis fundamentals: convergence, continuity, differentiability, and Riemann integral. Develop abstract thinking and proof construction skills while studying real numbers and limit operations.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Introduction to Functional Analysis

Explore advanced mathematical concepts in normed spaces, including Banach and Hilbert spaces, operators, and spectral theory. Gain insights into solving linear and nonlinear problems in infinite-dimensional settings.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Aligning Language Models with LESS Data and Simple Preference Optimization (SimPO)

Discover innovative approaches to language model alignment through LESS data selection and SimPO optimization, achieving superior performance with reduced computational resources and simplified objectives.

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

Food and Mood: Improving Mental Health Through Diet and Nutrition

11 reviews

Explore the relationship between nutrition and brain health, why it matters, and how to work towards positive food changes.

• FutureLearn
• 3 weeks, 3 hours a week
• On-Demand
• Free Online Course (Audit)

Managing Big Data with MySQL

6 reviews

Learn to manage and analyze big data using MySQL. Gain practical skills in database design, querying, and data manipulation. Develop expertise in extracting valuable insights from large datasets for business decision-making.

• Coursera
• 1 day 3 hours 2 minutes
• On-Demand
• Free Online Course (Audit)