As a Data Scientist, I use statistical methods such as ML algorithms in order to identify patterns and to extract knowledge from data.
Introduction In this tutorial, we want to create an Artificial Neural Network (ANN) that is able to recognize the species of penguins based on their body measurements. We will cover the entire process from Data Collection, Data Cleansing and Feature Engineering to Model Creation and Model Training. Use Case Based...
Introduction In this tutorial, we want to count and get the unique values in a column of a Pandas DataFrame. In order to do this, we use the the nunique() method and the unique() method of Pandas. Import Libraries First, we import the following python modules: import pandas as pd...
Introduction In this tutorial, we want to concatenate multiple Pandas DataFrames. In order to do this, we use the the concat() function of Pandas. Import Libraries First, we import the following python modules: import pandas as pd Create Pandas DataFrames We create two Pandas DataFrames with some example data from...
Introduction In this tutorial, we want to join Pandas DataFrames. In order to do this, we use the the merge() method of Pandas. Import Libraries First, we import the following python modules: import pandas as pd Create Pandas DataFrames Next, we create two Pandas DataFrames with some example data from...
Introduction In this tutorial, we want to replace null values in a Pandas DataFrame. In order to do this, we use the the fillna() method of Pandas. Import Libraries First, we import the following python modules: import numpy as np import pandas as pd Create Pandas DataFrame Next, we create...
Introduction In this tutorial, we want to drop rows with null values from a Pandas DataFrame. In order to do this, we use the the dropna() method of Pandas. Import Libraries First, we import the following python modules: import numpy as np import pandas as pd Create Pandas DataFrame Next,...
Introduction In this tutorial, we want to drop duplicates from a Pandas DataFrame. In order to do this, we use the the drop_duplicates() method of Pandas. Import Libraries First, we import the following python modules: import numpy as np import pandas as pd Create Pandas DataFrame Next, we create...
Introduction In this tutorial, we want to filter specific rows from a Pandas DataFrame based on specific conditions. In order to do this, we use DataFrame conditions with logical operators, the loc() method and the query() method of Pandas. Import Libraries First, we import the following python modules: import pandas...
Introduction In this tutorial, we want to sort a Pandas DataFrame by specific columns. In order to do this, we use the sort_values() method of Pandas. Import Libraries First, we import the following python modules: import numpy as np import pandas as pd Create Pandas DataFrame Next, we create...