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Data Science from Scratch with Python

This class was created by Brainscape user Thomas Reinecke. Visit their profile to learn more about the creator.

By: Thomas Reinecke
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Decks in this class (16)

Python Basics for Data Science
What can be used as a shortcut fo...,
What are exceptions why and how a...,
How do you check the existance of...
18  cards
Statistics
Explain dispersion and what is range,
Covariance what is it,
Explain correlation its range exp...
4  cards
Probability
Give the formula for 1 conditiona...,
Baye s theorem 1 derive it from a...,
Continous distributions what do w...
9  cards
Gradient Descent
How to find out the intercept wit...,
What does the gradient descent do
2  cards
Basic Algebra
Calculate the magnitude lenght of...,
How to calculate the distance bet...,
How are matrices represented in p...
4  cards
Pandas
How to create a dataframe and a s...,
How to let a column become the index,
Read in csv if csv has index itself
14  cards
Getting and importing data
Which command you use if you want...,
Import a datalink into pandas wit...
2  cards
Machine Learning
How to train and test your model ...,
What is a confusion matrix,
Accuracy is not a good indicator ...
4  cards
k-Nearest Neighbors
What if n is for and both options...,
How to evaluate if knn is the bes...,
Explain the curse of dimensionality
3  cards
Linear Regression
When to use linear regression,
How to calculate linear regressio...,
What is the simple linear regress...
5  cards
Multiple Regression
What is roughly speaking the diff...,
What is multicollinearity,
Write down the formulas of multip...
3  cards
Logistic Regression
What does lr predict,
What does the lr function looks l...,
How are probabilities relevant in...
6  cards
Decision Trees
What are categorial and what are ...,
Classification trees andregressio...,
What is entropy
6  cards
Neural Networks
What is a perceptron
1  cards
Clustering
What is the clustering method k m...,
How to choose k
2  cards
Network Analysis
What are direct and undirect edges
1  cards

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Data Science from Scratch with Python

  • Class purpose General learning

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