Experimental Design Courses and Certifications

WHU - Otto Beisheim School of Management

实验设计与数据处理

Master 实验设计与数据处理的基本原理和方法，从单因素到多因素实验设计，掌握数据处理技术，提升科研创新能力和实验数据分析能力。

• XuetangX
• On-Demand
• Free Online Course

Introduction to Linear Models and Matrix Algebra

12 reviews

Learn to use R programming to apply linear models to analyze data in life sciences.

• edX
• 4 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Bertelsmann;  Figure Eight;  IBM;  Insight;  Kaggle;  Starbucks Microcredential

Data Scientist

11 reviews

Gain practical experience in data pipelines, experiments, recommendation systems, and more. Develop essential skills in software engineering, data engineering, and experimental design for a successful data science career.

• Udacity
• 3 months 2 weeks 2 days 13 hours 36 minutes
• On-Demand
• Paid Course

Data Science in Real Life

12 reviews

Practical insights for managing data science teams, covering experimental design, data quality, statistical modeling, and effective communication in real-world scenarios.

• Coursera
• 7 hours 19 minutes
• On-Demand
• Free Online Course (Audit)

Mindware: Critical Thinking for the Information Age

6 reviews

Enhance critical thinking skills for the Information Age through statistics, probability, cognitive psychology, and cost-benefit analysis. Apply these concepts to everyday decisions and media interpretation.

• Coursera
• 13 hours 24 minutes
• On-Demand
• Free Online Course (Audit)

Engineering Design Optimization - Linear Constrained Optimization

Explore mathematical and algorithmic fundamentals of optimization for engineering systems design, covering linear and non-linear problems with emphasis on multidisciplinary applications.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

Principles of fMRI 1

824 ratings at Coursera

This course covers the design, acquisition, and analysis of Functional Magnetic Resonance Imaging (fMRI) data. A book related to the class can be found here: https://leanpub.com/principlesoffmri

• Coursera
• 8-9 hours
• On-Demand
• Free Online Course (Audit)

Fundamental Neuroscience for Neuroimaging

2184 ratings at Coursera

Explore neuroimaging principles, methods, and applications in human brain research. Learn structural and functional neuroanatomy, cognitive domains, and experimental design for various imaging techniques.

• Coursera
• 9 hours 10 minutes
• On-Demand
• Free Online Course (Audit)

The Human Brain

Explore the mind's core abilities and their neural implementation, from perception to cognition. Cutting-edge research empowers critical evaluation of current literature in cognitive neuroscience.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Introduction to Imagemaking

2875 ratings at Coursera

Explore imagemaking techniques, expand visual vocabulary, and learn to create compositions, culminating in designing an image-based book. Experiment fearlessly and focus on hands-on practice.

• Coursera
• 11 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to High-Throughput Materials Development

176 ratings at Coursera

Accelerate materials discovery through high-throughput experimental methods. Learn library sample preparation, characterization techniques, and property measurements. Explore applications in energy, transportation, and biotechnology.

• Coursera
• 16 hours 24 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Design of Experiments

Comprehensive study of modern experimental design strategies, covering factorial designs, optimization techniques, and complex experiments, with practical applications across various industries.

• Coursera
• 17 weeks, 3 hours a week
• On-Demand
• Paid Course
• 4 courses

Experimental Design Basics

283 ratings at Coursera

Explore efficient experiment design and data analysis techniques. Learn to plan, conduct, and interpret experiments effectively using statistical methods and software tools for reliable results in various industries.

• Coursera
• 12 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Factorial and Fractional Factorial Designs

75 ratings at Coursera

Learn to design and analyze multifactor experiments using factorial and fractional factorial designs, ANOVA, and blocking principles for engineering, science, and business applications.

• Coursera
• 11 hours 51 minutes
• On-Demand
• Free Online Course (Audit)

Random Models, Nested and Split-plot Designs

32 ratings at Coursera

Learn advanced experimental design techniques including random models, nested designs, and split-plot designs. Explore methods for estimating variability and analyzing non-normal response distributions.

• Coursera
• 9 hours 18 minutes
• On-Demand
• Free Online Course (Audit)