hamannlab

@UC0XB534DtTOGefqAwTuv-Rg - 516 subscribers

Andreas Hamann's Video Channel for Statistics and Data Science University of Alberta, Department of Renewable Resources Faculty website: www.ualberta.ca/~ahamann Applied statistics course websites: tinyurl.com/rr480 Multivariate statistics course website: tinyurl.com/mv690 Contact info: Office: 733 GSB (open door policy) Email: [email protected] Phone: (780) 492-6429 Fax: (780) 492-4323

Home Videos Live Playlists

Building a Deep Neural Network (DNN) core with 20 lines of base-R code from scratch

Building a Deep Neural Network (DNN) core with 20 lines of base-R code from scratch hamannlab

734 views - 1 year ago

Installing Tensorflow-GPU and Keras for R (and Python) on Windows in 2024

Installing Tensorflow-GPU and Keras for R (and Python) on Windows in 2024 hamannlab

5.3K views - 1 year ago

11.5. Graphical Tools for Multivariate Statistics (mv690, graphics)

11.5. Graphical Tools for Multivariate Statistics (mv690, graphics) hamannlab

352 views - 4 years ago

2.2. R Setup for Win/Mac and Working Efficiently with Scripts (mv690, r-efficient)

2.2. R Setup for Win/Mac and Working Efficiently with Scripts (mv690, r-efficient) hamannlab

489 views - 4 years ago

2.1b. An Introduction to the R Programming Environment (mv690, r-intro)

2.1b. An Introduction to the R Programming Environment (mv690, r-intro) hamannlab

156 views - 4 years ago

2.1. An Introduction to the R Programming Environment (rr480, r-intro)

2.1. An Introduction to the R Programming Environment (rr480, r-intro) hamannlab

487 views - 4 years ago

3.1. The Convention of Standard Data Tables (rr480, datatables)

3.1. The Convention of Standard Data Tables (rr480, datatables) hamannlab

522 views - 4 years ago

3.3. Data Table Concepts and Variable Types (rr480, tableconcepts)

3.3. Data Table Concepts and Variable Types (rr480, tableconcepts) hamannlab

530 views - 4 years ago

1.3. Your Univariate Statistical Toolbox (rr480, toolbox)

1.3. Your Univariate Statistical Toolbox (rr480, toolbox) hamannlab

305 views - 4 years ago

1.2. Acid Tests for Real Hypotheses: Science 1, Statistics 0 (rr480, hypotheses)

1.2. Acid Tests for Real Hypotheses: Science 1, Statistics 0 (rr480, hypotheses) hamannlab

401 views - 4 years ago

1.1. Applied Statistics for the Life & Environmental Sciences (rr480, intro)

1.1. Applied Statistics for the Life & Environmental Sciences (rr480, intro) hamannlab

774 views - 4 years ago

14.4. Lab walk trough: Interpretation of CART, MRT, randomForest examples (mv690, cart2)

14.4. Lab walk trough: Interpretation of CART, MRT, randomForest examples (mv690, cart2) hamannlab

291 views - 4 years ago

14.3. Multivariate Classification and Regression Trees: CART, MRT (mv690, cart1)

14.3. Multivariate Classification and Regression Trees: CART, MRT (mv690, cart1) hamannlab

1.4K views - 4 years ago

14.2. Gradient Analysis Lab: Interpretation of CanCor, CCA, RDA Examples (mv690, gradient2)

14.2. Gradient Analysis Lab: Interpretation of CanCor, CCA, RDA Examples (mv690, gradient2) hamannlab

1.5K views - 4 years ago

14.1. Multivariate Gradient Analysis: CanCor, CCA, RDA (mv690, gradient1)

14.1. Multivariate Gradient Analysis: CanCor, CCA, RDA (mv690, gradient1) hamannlab

2.3K views - 4 years ago

13.2. Multivariate Statistical Testing - MRPP, perMANOVA (mv690, permanova)

13.2. Multivariate Statistical Testing - MRPP, perMANOVA (mv690, permanova) hamannlab

5K views - 4 years ago

13.1. Multivariate Inferential Statistics, MANOVA, MRPP, perMANOVA (mv690, inferential)

13.1. Multivariate Inferential Statistics, MANOVA, MRPP, perMANOVA (mv690, inferential) hamannlab

956 views - 4 years ago

12.3. Multivariate Clustering Techniques (mv690, cluster)

12.3. Multivariate Clustering Techniques (mv690, cluster) hamannlab

854 views - 4 years ago

12.2 Distance-based Ordinations - NMDS, MDS, PCoA, PO (mv690, ordination)

12.2 Distance-based Ordinations - NMDS, MDS, PCoA, PO (mv690, ordination) hamannlab

5.7K views - 4 years ago

12.1. Distance-based Multivariate Methods (mv690, distance)

12.1. Distance-based Multivariate Methods (mv690, distance) hamannlab

1.8K views - 4 years ago

11.7. Assumptions of Classical Multivariate Methods (mv690, assumptions)

11.7. Assumptions of Classical Multivariate Methods (mv690, assumptions) hamannlab

438 views - 5 years ago

11.6. Discriminant Analysis, MANOVA (mv690, discrim)

11.6. Discriminant Analysis, MANOVA (mv690, discrim) hamannlab

1.1K views - 5 years ago

11.4. Factor Analysis (mv690, factor)

11.4. Factor Analysis (mv690, factor) hamannlab

363 views - 5 years ago

11.2. PCA continued, Matrix Rotation (mv690, pca2)

11.2. PCA continued, Matrix Rotation (mv690, pca2) hamannlab

1.3K views - 5 years ago

11.3. Lab walk-through: PCA Interpretation (mv690, pca3)

11.3. Lab walk-through: PCA Interpretation (mv690, pca3) hamannlab

628 views - 5 years ago

11.1. The Concept of Coordinate Rotation & PCA (mv690, pca1)

11.1. The Concept of Coordinate Rotation & PCA (mv690, pca1) hamannlab

1.6K views - 5 years ago

Project support - Touch-up of R graphics in Powerpoint

Project support - Touch-up of R graphics in Powerpoint hamannlab

175 views - 5 years ago

Project support - Graphics plots with log scales in R

Project support - Graphics plots with log scales in R hamannlab

142 views - 5 years ago

10.3. Tests for Binomial Data (rr480, binomial)

10.3. Tests for Binomial Data (rr480, binomial) hamannlab

318 views - 5 years ago

10.2. Non-Parametric Rank Sum Tests (rr480, ranksum)

10.2. Non-Parametric Rank Sum Tests (rr480, ranksum) hamannlab

314 views - 5 years ago

10.1. Non-Parametric Permutational ANOVA (rr480, peranova)

10.1. Non-Parametric Permutational ANOVA (rr480, peranova) hamannlab

716 views - 5 years ago

9.3. Non-linear Regression (rr480, non-linear)

9.3. Non-linear Regression (rr480, non-linear) hamannlab

520 views - 5 years ago

9.2. General Linear Models (rr480, lm-dummy)

9.2. General Linear Models (rr480, lm-dummy) hamannlab

353 views - 5 years ago

9.1. Correlation and Regression Analysis (rr480, cor-reg)

9.1. Correlation and Regression Analysis (rr480, cor-reg) hamannlab

528 views - 5 years ago

8.3. Why Assumptions of ANOVA Don't Matter (rr480, assumptions)

8.3. Why Assumptions of ANOVA Don't Matter (rr480, assumptions) hamannlab

499 views - 5 years ago

8.2. Blocking and Covariates (rr480, blocking)

8.2. Blocking and Covariates (rr480, blocking) hamannlab

716 views - 5 years ago

8.1. Multi-factor ANOVA (rr480, multifactor)

8.1. Multi-factor ANOVA (rr480, multifactor) hamannlab

648 views - 5 years ago

7.5. Effect size statistics (rr480, effectsize)

7.5. Effect size statistics (rr480, effectsize) hamannlab

282 views - 5 years ago

7.4. Pairwise comparisons (rr480, pairwise)

7.4. Pairwise comparisons (rr480, pairwise) hamannlab

840 views - 5 years ago

7.3. Experiment-wise type-I error inflation (rr480, bonferroni)

7.3. Experiment-wise type-I error inflation (rr480, bonferroni) hamannlab

801 views - 5 years ago

7.2. The ANOVA table explained (rr480, anova-table)

7.2. The ANOVA table explained (rr480, anova-table) hamannlab

1K views - 5 years ago

7.1. How ANOVA works (rr480, anova)

7.1. How ANOVA works (rr480, anova) hamannlab

645 views - 5 years ago

Project support - Climate data access

Project support - Climate data access hamannlab

178 views - 5 years ago

6.6. Statistical "Hypothesis" Testing (rr480, hypothesis)

6.6. Statistical "Hypothesis" Testing (rr480, hypothesis) hamannlab

316 views - 5 years ago

6.5. The 2-Sample T-test and the Paired T-test (rr480, 2s-t-test)

6.5. The 2-Sample T-test and the Paired T-test (rr480, 2s-t-test) hamannlab

498 views - 5 years ago

6.4. Test Statistics are Signal-to-Noise Ratios (rr480, sn-ratios)

6.4. Test Statistics are Signal-to-Noise Ratios (rr480, sn-ratios) hamannlab

2.4K views - 5 years ago

Project support - Simulated data for course projects

Project support - Simulated data for course projects hamannlab

154 views - 5 years ago

6.2. The 1-Sided 1-Sample T-test (rr480, 1s-t-test)

6.2. The 1-Sided 1-Sample T-test (rr480, 1s-t-test) hamannlab

527 views - 5 years ago

Project support - Creating a website with Weebly

Project support - Creating a website with Weebly hamannlab

301 views - 5 years ago

6.3. Triumph and Failure of Statistics in Science (rr480, history)

6.3. Triumph and Failure of Statistics in Science (rr480, history) hamannlab

508 views - 5 years ago

6.1. Understanding Inferential Statistical Testing (rr480, inferential)

6.1. Understanding Inferential Statistical Testing (rr480, inferential) hamannlab

660 views - 5 years ago

4.4. Which Scientific Graph Type for which Purpose? (rr480, graphs)

4.4. Which Scientific Graph Type for which Purpose? (rr480, graphs) hamannlab

446 views - 5 years ago

5.3. Standard Errors & Confidence Intervals (rr480, se-cf)

5.3. Standard Errors & Confidence Intervals (rr480, se-cf) hamannlab

1.4K views - 5 years ago

5.2. The Central Limit Theorem (rr480, clt)

5.2. The Central Limit Theorem (rr480, clt) hamannlab

439 views - 5 years ago

4.3. Degrees of Freedom, Error and Bias (rr480, df)

4.3. Degrees of Freedom, Error and Bias (rr480, df) hamannlab

524 views - 5 years ago

4.2. Descriptive Statistics (rr480, descriptive)

4.2. Descriptive Statistics (rr480, descriptive) hamannlab

467 views - 5 years ago

4.1. Exploratory Graphics, Data Checking (rr480, exploratory)

4.1. Exploratory Graphics, Data Checking (rr480, exploratory) hamannlab

466 views - 5 years ago

5.1. The 3 Rs: Representation, Replication & Randomization (rr480, design)

5.1. The 3 Rs: Representation, Replication & Randomization (rr480, design) hamannlab

682 views - 5 years ago

3.2. Tips for Data Table and Experimental Layout (rr480, layouts)

3.2. Tips for Data Table and Experimental Layout (rr480, layouts) hamannlab

499 views - 5 years ago

2.3. Best Practices for Importing Data to R for Analysis (rr480, r-import)

2.3. Best Practices for Importing Data to R for Analysis (rr480, r-import) hamannlab

489 views - 11 years ago