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Data Science Content (other topics (organizational data management &…
Data Science Content
other topics
organizational data management & data fluency
ethical questions
data science process
understanding the data science question
hypothesis testing
research methods / experiment design
data storytelling & presentation
R Markdown
data products
Shiny
Notebooks
reproducible research
data visualisation
time series
choosing the right visualization
exploratory data analysis
variable examination & summaries
analytic graphics (boxplots, histograms, scatterplots, etc)
correlation & causality
data properties, patterns, modeling startegies
machine learning
supervised learning
naive Bayes
logistic regression
linear regression
decision trees
neural networks
SVM
random forest
unsupervised learning
clustering (k-means)
anomaly detection
recommender systems
other ML topics
bias/variance trade-off (underfitting/overfitting)
gradient descent & the cost function
regularization & optimization
boosting & feature engineering
types of errors