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R
Epidemiological case: Modeling mortality rates
How to build basic linear models to predict mortality rates among Males and females.
KNN machine learning algorithm: Cancer data
How to use KNN algorithm to classify new observations
Epidemiological case: Logistic regression
How to perform logistic regression with epidemiological data.
Assembly genomes with Bowtie2
How to assembly multiple fastq files with Bowtie2 and how to count reads with Rsubread
Epidemiological case: Survival analysis with cancer data (Gliome)
How to construct Kaplan-Meier curves and statistically compare groups in a basic survival analysis.
Machine learning: Principal Component Analysis
How to create a PCA easily with R.
Machine learnig: Random forest for survival data
How to use RF algorithm on survival KM curves
Machine learning: k-means algorithm
How to implement k-means and K-medoids algorithm.
Differential gene expression with DESeq2
How to perform a differential gene expression analyis with DESeq2
Animated graphics with ggplot2 and gganimate
How to make animated an interactive plots with R
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