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Thomas Reinecke

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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

Data Science from Scratch with Python

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