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Category/ ECTSIntroductory coursesProgramming skillsImage and Neuroimaging AnalysesComputational Neuroscience and MethodsBrain structure and FunctionExperimental Design & StatisticsOther skillsMethods and System's biology
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0.5 ECTS with certificate or completion recordFundamental Neuroscience for NeuroimagingIntroduction to Neurohacking In RPrinciples of fMRI 1A Crash Course in Causality: Inferring Causal Effects from Observational DataThe Addicted BrainStatistics and RData Management for Clinical ResearchBasics of Extracellular Vesicles
Found on Linkedin (author: Asad NaveedAsad Naveed): Become a Research Scientist by spending $0. Here are 20 courses you can audit for FREE to boost your research skills today: 👇
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EPFLx: Basic Steps in Magnetic ResonanceMATLAB onramp 2020: coding, concepts, confidence, and stylePrinciples of fMRI 2Exploratory Data Analysis for Machine LearningThe Brain and SpaceBayesian Statistics: From Concept to Data Analysis (12h)Développement psychologique de l'enfantExperimental Methods in Systems Biology
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Human NeuroanatomyProgrammer en Python pour la Data Science de A à ZVirtual ERP Boot Camp: Introduction to ERPsVisual Perception and the BrainInferential StatisticsResearcher Management and Leadership Training (0.75 ECTS)The Science of Stem CellsData Analysis:
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Introduction to Probability and Data with RNeuroscience and Psychology: Electroencephalography (EEG)Troubles du spectre de l'autisme : biologie et neurosciencesBiostatistics in Public Health Specialization: 4 modules @ 0.5 ECTS eachEPFLx: Launching New VenturesIntroduction to Systems Biology
1. Statistics and R: https://lnkd.in/gjWvcgDs
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MATLAB onramp: Learn scientific coding with ChatGPT's helpBasic Steps in Magnetic ResonanceExtracellular Vesicles in Health and DiseaseImproving Your Statistical QuestionsBiomedical VisualisationNetwork Analysis in Systems Biology
2. Data Science: R Basics: https://lnkd.in/gzW8Z5jT
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Getting Started with R for Data ScienceMULTIVARIATE EEG ANALYSIS (self-service; no assessment)Basics of Extracellular VesiclesDuke: Inferential StatisticsGlobal Health: An Interdisciplinary OverviewDynamical Modeling Methods for Systems Biology
3. Data Science: Wrangling: https://lnkd.in/gnArki9W
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R for Data Science: Lunch Break LessonsIntroduction to Systems BiologyLinear Regression and ModelingData Science Ethics
4. Data Science: Linear Regression: https://lnkd.in/gCqYdf_W
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Improving Your Statistical QuestionsEthics & STICs: scientific integrity, research ethics & information ethics for ICTs
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Bayesian Statistics: From Concept to Data Analysis
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5. Data Science: Inference and Modeling: https://lnkd.in/gSnuYTMW
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1 ECTS with certificate or completion recordFundamentals of Neuroscience, Part 1: The Electrical Properties of the NeuronEPFLx: MATLAB and Octave for BeginnersEPFLx: Fundamentals of Biomedical Imaging: Magnetic Resonance Imaging (MRI)EPFLx: Computational Neuroscience: Neuronal Dynamics of CognitionIntroduction to Neuroeconomics: How the Brain Makes DecisionsBioStatisticsDrugs, drug use, drug policy and healthChronic Pain Neurotechnology course
6. Data Science: Probability: https://lnkd.in/gRA-sCrU
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Fundamentals of Neuroscience, Part 2: Neurons and NetworksPython BasicsEPFLx: Image Processing and Analysis for Life ScientistsComputational NeuroscienceIntroduction aux neurosciences des consommateurs et au neuromarketingPrinciples, Statistical and Computational Tools for Reproducible Data ScienceWriting in the Sciences
7. Advanced Statistics for Data Science Specialization: https://lnkd.in/g_n-3Wn5
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Fundamentals of Neuroscience, Part 3: The BrainMaster Math by Coding in PythonQuantitative Methods for BiologyTroubles du spectre de l'autisme : diagnosticCausal Diagrams: Draw Your Assumptions Before Your ConclusionsResearch Management and Leadership Training (0.75h)
8. Biostatistics in Public Health Specialization: https://lnkd.in/g2bGxxet
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Understanding the Brain: The Neurobiology of Everyday LifeLe Deep Learning de A à ZEPFLx: Simulation NeuroscienceEPFLx: Neuroscience Reconstructed: Genetics and DevelopmentBasic Statistics
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Advanced Neurobiology IPython for Data Science and Machine Learning BootcampEPFLx: Neuronal DynamicsMaster statistics & machine learning: intuition, math, codeWriting:
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Advanced Neurobiology IIComputing in Python I: Fundamentals and Procedural Programming (and advanced courses)Applied Text Mining in Python (Data Science Module 4)Improving your statistical inferences
9. How to Write and Publish a Scientific Paper: https://lnkd.in/gPfSdCSv
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Sleep: Neurobiology, Medicine, and SocietyIntroduction to Data, Signal, and Image Analysis with MATLABPractical Reinforcement LearningBayesian Statistics: Mixture Models
10. Stanford - Writing in the Sciences: https://lnkd.in/gSK3HbPn
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EPFLx: Neuroscience Reconstructed: Genetics and DevelopmentApplied Plotting, Charting & Data Representation in Python (Data Science Module 2)EPFLx: Simulating a Hippocampus MicrocircuitBayesian Statistics: Time Series Analysis
11. Lund - Writing in English at University: https://lnkd.in/gpMSRaAE
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Machine learning in Python with scikit-learnSupervised Machine Learning: Regression and ClassificationBayesian Statistics: Techniques and Models
12. The Art of Persuasive Writing and Public Speaking: https://lnkd.in/gxsf9KgA
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Neural Networks and Deep LearningLinear Algebra for Machine Learning and Data Science
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Master MATLAB through Guided Problem SolvingStudy Designs:
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Stanford Machine Learning Specialization: 3 courses (each one 1 ECTS)
13. Quantitative and Qualitative Research for Beginners: https://lnkd.in/ggfRpway
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14. Study Designs in Epidemiology: https://lnkd.in/gay73vX8
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1.5 ECTS with certificate or completion recordComplete neural signal processing and analysis: Zero to heroApplied Machine Learning in Python (Data Science Module 3)EPFLx: Cellular Mechanisms of Brain FunctionMITx: Quantitative Biology Workshop
15. Understanding Clinical Research: Behind the Statistics: https://lnkd.in/g6nhZjt6
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Introduction to Programming with MATLABExploratory Data Analysis in RLinear Algebra - Foundations to FrontiersEPFLx: The Multi-scale brain
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Mastering Programming with MATLAB
Systematic Reviews:
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Introduction to Data Science in Python (Data Science Module 1)
16. Introduction to Systematic Review and Meta-Analysis: https://lnkd.in/gvA5cfbT
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R Programming
17. Introduction to Systematic Reviews: https://lnkd.in/g8Rp-sDz
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18. The Art and Science of Searching in Systematic Reviews: https://lnkd.in/gJb6FFhJ
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2 ECTS with certificate or completion recordMedical Neuroscience; 71h!!!Deep Learning Specialization
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Miscellaneous:
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# of ECTS dependent on track; tbd with LNDS coordinatorPython for Everybody SpecializationOnline EEGLAB workshop (Youtube tutorials)AI for Healthcare (240h) >>> 3 ECTS max. in LNDS !Uni Oxford Global Health Training Centre (with courses on Clinical Trial Management, GCP, Research Ethics)
19. Just Start Grant Writing: https://lnkd.in/gT2v9peW
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~0.5 ECTS for each of the 5 course modules ... Youtube lectures of Michael X Cohen for overview on neural signals and analysesVarious MOOCs of FUN (France Université Numérique) on neuroscience, cell biology, behavior etc
20. Project Management: The Basics for Success: https://lnkd.in/gRpf7NuB
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IBM Machine Learning Professional Certificate (3 ECTS for entire course; 0.5 per module)MULTIVARIATE EEG ANALYSIS
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CUSO.CH
Please note that, to get a certificate you may need to apply for a free waiver.
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INCF Training Space: an online learning hub that aims to make neuroscience educational materials more accessible to the global neuroscience community. Intro courses, tutorials, data management, programming skills, whatever ... Courses with credit # already calculated are just below ...
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Introduction to Neurobiology (0.5 ECTS)Matlab and Simulink Basics (0.25 ECTS)Translational Science Specialization
Additionally, you take advantage of coursera's $1 for the first month offer which expires on June 22nd, 2023. See details here: https://lnkd.in/g_qd3pzd
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More EPFLx courses: https://www.edx.org/school/epflx
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