Machine learning using R (MLUR01) https://www.prstatistics.com/course/machine-learning-using-r-mlur01/
This course will be delivered by Dr Aristides (Aris) Moustakas from the 8th - 12th April 2019 in Glasgow City Centre. Course Overview: his workshop will provide attendees with the opportunity to learn how to use machine learning to analyze data coming from diverse data domains and scientific disciplines and without necessarily prior knowledge of the scientific discipline where the data are coming from. Attendees will learn how to use R and several R packages including classification and regression trees, ensembles and bagging, random forests, neural networks, and boosting (learning from mistakes). These techniques will be used for data classification, determining goodness-of-fit, predictive modelling (using explanatory variables to predict a variable of interest), and ultimately quantify results, errors, and uncertainty. Attendees will also learn how to produce high quality graphs and figures using R. Intended Audience: This workshop is ideal for any scientists seeking an introduction to quantitative data analysis using machine learning coming from diverse scientific disciplines such as biology, ecology, medicine, psychology, economics, or education. No prior knowledge of machine learning ir required. However basic prior R knowledge is required (loading data, loading R packages, basic R environment and basic R commands). Course Programme: Monday 8th – Classes from 09:30 to 17:30 Day 1 Theory Revision: linear regression analysis, classification and regression trees, assumptions, and limitations Introduction to artificial intelligence Introduction to machine learning, assumptions, advantages, over-fitting Practical Data analysis with Generalized linear models Data analysis with classification and regression trees Analysis of own data Tuesday 9th – Classes from 09:30 to 17:30 Day 2 Theory Ensembles and bagging Random forests Learning from mistakes Practical Analysis of data with Random Forests: Supervised learning, training assessing predictive accuracy Applications with data from social sciences, economics, and biology Wednesday 10th – Classes from 09:30 to 17:30 Day 3 Theory Artificial Neural Networks Support Vector Machines Practical Classification and regression with ANN and SVM ROC Curves Variable importance Thursday 11th – Classes from 09:30 to 17:30 Day 4 Theory Special topics: Spatial data, spatial analysis, spatial autocorrelation Spatial analysis with machine learning Dealing with factors and binary data Factor analysis with machine learning Practical Spatial analysis with machine learning Factor analysis with machine learning Friday 12th – Classes from 09:30 to 16:00 Day 5 Theory Special topics: Time replicated data, time series, and temporal autocorrelation Temporal analysis with machine learning Comparing statistical methods (etc GLM, GAM) with machine learning methods Parameter tuning Practical Temporal analysis with machine learning Parameter tuning Comparing methods Discussions with the tutor and the group regarding own datasets Email oliverhoo...@prstatistics.com Check out our sister sites, www.PRstatistics.com (Ecology and Life Sciences) www.PRinformatics.com (Bioinformatics and data science) www.PSstatistics.com (Behaviour and cognition) 1. January 21st – 25th 2019 STATISTICAL MODELLING OF TIME-TO-EVENT DATA USING SURVIVAL ANALYSIS: AN INTRODUCTION FOR ANIMAL BEHAVIOURISTS, ECOLOGISTS AND EVOLUTIONARY BIOLOGISTS (TTED01) Glasgow, Scotland, Dr. Will Hoppitt https://www.psstatistics.com/course/statistical-modelling-of-time-to-event-data-using-survival-analysis-tted01/ 2. January 21st – 25th 2019 ADVANCING IN STATISTICAL MODELLING USING R (ADVR08) Glasgow, Scotland, Dr. Luc Bussiere, Dr. Tom Houslay http://www.prstatistics.com/course/advancing-statistical-modelling-using-r-advr08/ 3. January 28th– February 1st 2019 AQUATIC ACOUSTIC TELEMETRY DATA ANALYSIS AND SURVEY DESIGN Glasgow, Scotland, VEMCO staff and affiliates https://www.prstatistics.com/course/aquatic-acoustic-telemetry-data-analysis-atda01/ 4. February 4th – 8th 2019 DESIGNING RELIABLE AND EFFICIENT EXPERIMENTS FOR SOCIAL SCIENCES (DRES01) Glasgow, Scotland, Dr. Daniel Lakens https://www.psstatistics.com/course/designing-reliable-and-effecient-experiments-for-social-sciences-dres01/ 5. February 11th – 15th 2019 REPRODUCIBLE DATA SCIENCE FOR POPULATION GENETICS Glasgow, Scotland, Dr. Thibaut Jombart, Dr. Zhain Kamvar https://www.prstatistics.com/course/reproducible-data-science-for-population-genetics-rdpg02/ 6. 25th February – 1st March 2019 MOVEMENT ECOLOGY (MOVE02) Margam Discovery Centre, Wales, Dr. Luca Borger, Prof. Ronny Wilson, Dr Jonathan Potts https://www.prstatistics.com/course/movement-ecology-move02/ 7. March 4th – 8th 2019 BIOACOUSTICS FOR ECOLOGISTS: HARDWARE, SURVEY DESIGN AND DATA ANALYSIS (BIAC01) Glasgow, Scotland, Dr. Paul Howden-Leach https://www.prstatistics.com/course/bioacoustics-for-ecologists-hardware-survey-design-and-data-analysis-biac01/ 8. March 11th – 15th 2019 ECOLOGICAL NICHE MODELLING USING R (ENMR03) Glasgow, Scotland, Dr. Neftali Sillero http://www.prstatistics.com/course/ecological-niche-modelling-using-r-enmr03/ 9. March 18th – 22nd 2019 INTRODUCTION TO STATISTICS AND R FOR EVERYONE (IRFE01) Crete, GREECE, Dr Aristides (Aris) Moustakas https://www.prstatistics.com/course/introduction-to-statistics-and-r-for-anyone-irfe01/ 10. March 25th – 29th 2019 LANDSCAPE GENETIC DATA ANALYSIS USING R (LNDG03) Glasgow, Scotland, Prof. Rodney Dyer http://www.prstatistics.com/course/landscape-genetic-data-analysis-using-r-lndg03/ 11. April 1st – 5th 2019 INTRODUCTION TO STATISTICAL MODELLING FOR PSYCHOLOGISTS USING R (IPSY01) Glasgow, Scotland, Dr. Dale Barr, Dr Luc Bussierre http://www.psstatistics.com/course/introduction-to-statistics-using-r-for-psychologists-ipsy02/ 12. April 1st – 5th 2019 INDIVIDUAL BASED MODELS FOR ECOLOGSITS (IBME01) Glasgow, Scotland, Dr Aristides (Aris) Moustakas https://www.prstatistics.com/course/individual-based-models-using-r-and-netlogo-ibms01/ 13. April 8th – 12th 2019 MACHINE LEARNING (MLUR01) Glasgow, Scotland, Dr Aristides (Aris) Moustakas https://www.prstatistics.com/course/machine-learning-using-r-mlur01/ 14. April 15th – 19th 2019 INTRODUCTION TO Q GIS AND SPATIAL ANALYSIS WITH R (QGSE01) Glasgow, Scotland, Dr Luca Nelli https://www.prstatistics.com/course/introduction-to-gis-and-spatial-analyses-with-r-gisr01/ 15. April 22nd – 26th 2019 GIS USING R (GISR) Glasgow, Scotland, Dr Luca Nelli https://www.prstatistics.com/course/gis-using-r-gisr01/ 16. April 29th – May 3rd 2019 COMPARATIVE GENOMICS (CMGN01) Glasgow, Scotland, Dr. Fritz Sedlazeck, Dr. Matthias Weissensteiner https://www.prinformatics.com/course/comparative-genomics-cmgn01/ 17. May 6th – 10th 2019 INTRODUCTION TO MULTILEVEL MODELS (MIXED/HIERARCHICAL) FOR PSYCHOLOGISTS Myuna Bay, AUSTRALIA, Dr. Sean Murphy https://www.psstatistics.com/course/an-exploration-of-r-for-psychologists-from-data-handling-to-multilevel-modelling-xplr01/ 18. May 16th – 18th 2019 (please note this a 3-day course from Thursday to Saturday) AQUATIC MOVEMENT ECOLOGY USING R (AMER01) Myuna Bay, AUSTRALIA, Dr. Ross Dwyer, Dr. Vinay Udyawer Link to follow 19. May 16th – 19th 2019 (please note this a 4-day course from Thursday to Monday) INTRODUCTION TO R FOR EVERYONE (IRFE02) Myuna Bay, AUSTRALIA, Dr Aristides (Aris) Moustakas https://www.prstatistics.com/course/introduction-to-statistics-and-r-for-anyone-irfe02/ 20. May 20th – 24th 2019 MODEL BASE MULTIVARIATE ANALYSIS OF ABUNDANCE DATA USING R (MBMV03) Myuna Bay, AUSTRALIA, Prof. David Warton https://www.prstatistics.com/course/model-based-multivariate-analysis-of-abundance-data-using-r-mbmv03/ 21. May 21st – 24th 2019 STATISTICAL TOOLKIT FOR ECOLOGISTS (STKE01) Myuna Bay, AUSTRALIA, Dr Aristides (Aris) Moustakas https://www.prstatistics.com/course/statistical-toolkit-for-ecologists-stke01/ 22. June 10th – 14th 2019 STABLE ISOTOPE MIXING MODELS USING SIAR, SIBER AND MIXSIAR (SIMM04) Glasgow, Scotland, Dr. Andrew Parnell, Dr. Andrew Jackson www.prstatistics.com/course/stable-isotope-mixing-models-using-r-simm04/ 23. June 17th – 21st 2019 SPATIAL MODELLING AND ANALYSIS OF ADAPTIVE GENOMIC VARIATION (SPGN01) Glasgow, Dr. Matt Fitzpatrick https://www.prstatistics.com/course/spatial-modelling-and-analysis-of-adaptive-genomic-variation-spgn01/ 24. June 17th – 21st 2019 INTRODUCTION TO PYTHON FOR BIOLOGISTS (IPYB06) Glasgow, Scotland, Dr. Martin Jones http://www.prinformatics.com/course/introduction-to-python-for-biologists-ipyb06/ 25. June 24th – 28th 2019 ADVANCED PYTHON FOR BIOLOGISTS (APYB03) Glasgow, Scotland, Dr. Martin Jones www.prinformatics.com/course/advanced-python-biologists-apyb03/ 26. July 1st – 5th 2019 DATA VISUALISATION AND MANIPULATION USING PYTHON (DVMP01) Glasgow, Scotland, Dr. Martin Jones http://www.prinformatics.com/course/data-visualisation-and-manipulation-using-python-dvmp01/ 27. July 29th – August 2nd 2019 INTRODUCTION TO SPATIAL ANALYSIS OF ECOLOGICAL DATA USING R (ISPE01) Glasgow, Scotland, Dr. Jakub Nowosad https://www.prstatistics.com/course/introduction-to-spatial-analysis-of-ecological-data-using-r-ispe01/ 28. September 16th – 20th 2019 R PACKAGE DESIGN AND DEVELOPMENT AND REPRODUCIBLE DATA SCIENCE FOR BIOLOGISTS (RPKG01) Glasgow, Scotland, Dr. Cory Merow, Dr. Andy Rominger https://www.prstatistics.com/course/r-package-design-and-development-and-reproducible-data-science-for-biologists-rpkg01/ 29. September 30th – October 4th 2019 GEOMETRIC MORPHOMETRICS USING R (GMMR02) Glasgow, Scotland, Prof. Dean Adams, Prof. Michael Collyer, Dr. Antigoni Kaliontzopoulou http://www.prstatistics.com/course/geometric-morphometrics-using-r-gmmr02/ 30. October 7th – 11th 2019 CONSERVATION PLANNING USING PRIORITIZR : FROM THEORY TO PRACTICE (PRTZ01) Crete, GREECE, Dr Richard Schuster and Nina Morell https://www.prstatistics.com/course/conservation-planning-using-prioritizr-from-theory-to-practice-prtz01/ 31. October 21st – 25th 2019 A COMPLETE GUIDE TO MIXED MODELS (INCLUDING TEMPORAL AND SPATIAL AUTOCORRELATION) (MMTS01) Crete, GREECE, Dr Aristides (Aris) Moustakas https://www.prstatistics.com/course/a-complete-guide-to-mixed-models-including-temporal-and-spatial-autocorrelation-mmts01/ 32. November 18th – 22nd 2019 INTRODUCTION TO STRUCTURED POPULATION MODELS AND DEMOGRAPHIC DISTRIBUTION MODELS (IIPM01) Crete, GREECE, Dr Cory Merow https://www.prstatistics.com/course/introduction-to-structured-population-models-and-demographic-distribution-models-iipm01/ 33. November 25th – 29th 2019 ADVANCED RANGE, NICHE, AND DISTRIBUTION MODELING (ASDM01) Crete, GREECE, Dr Cory Merow https://www.prstatistics.com/course/advanced-range-niche-and-distribution-modeling-asdm01/
