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© DataMites™. All Rights Reserved | www.datamites.com
Python for Data
Analysis
DataMites
Part 4
Accredited by IABAC™
© DataMites™. All Rights Reserved | www.datamites.com
SciKit- Learn
DATA SCIENCE FOUNDATION 2
➔ It provides Machine Learning Algorithms, Regression,
Classification, Clustering and Model Validation.
➔ Built on SciPy, Numpy and Matplotlib
© DataMites™. All Rights Reserved | www.datamites.com
Matplotlib
➔ It is a 2D plotting library that provides quality figures in
different hardcopy formats.,
➔ Line Plots, Barcharts, Histogram, Pie Charts etc.
➔ It consists of functions similar to Matlab
DATA SCIENCE FOUNDATION 3
© DataMites™. All Rights Reserved | www.datamites.com
Python Libraries for Data Science
Seaborn
It is similar to the popular ggplot 2 library in R
It helps in drawing attractive statistical graphics.
DATA SCIENCE FOUNDATION 4
© DataMites™. All Rights Reserved | www.datamites.com
Data Frames Attribute
DATA SCIENCE FOUNDATION 5
dtypes- list the column types
columns- List the column names
axes- List the row labels and column names
ndim- number of dimensions
values- Numpy data representation
© DataMites™. All Rights Reserved | www.datamites.com
Selecting a column in a Data Frame
Method 1- A column name is used to subset a data frame
Method 2 - Using the column name as an attribute
DATA SCIENCE FOUNDATION 6
© DataMites™. All Rights Reserved | www.datamites.com
Groupby method for Data Frames
Group by method can be used:-
For splitting the data into groups
Calculating the statistics for each group
It is same dplyr() function in R
DATA SCIENCE FOUNDATION 7
© DataMites™. All Rights Reserved | www.datamites.com
DataMites™ is a global institute of Data Science, Machine Learning, IoT and Artificial Intelligence
Training and Consulting for individuals and Corporate.
For courses enquires
Call : +4420 8089 9220 (UK) (USA) | 1800 313 3434 (India Toll Free)
Email : enquiry@datamites.com | Corporate Clients : corp@datamites.com
If you are looking for Data Science Certification in Bangalore please visit:
https://datamites.com/data-science-course-training-bangalore/
DataMites
Datamites - Data Science Courses in
Bangalore
3rd Floor, No C-25, Bajrang House, 7th
Mile, Kudlu Gate, Garvebhavi Palya,
Bengaluru, Karnataka 560068

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Python Programming For Data Science Part 4

  • 1. © DataMites™. All Rights Reserved | www.datamites.com Python for Data Analysis DataMites Part 4 Accredited by IABAC™
  • 2. © DataMites™. All Rights Reserved | www.datamites.com SciKit- Learn DATA SCIENCE FOUNDATION 2 ➔ It provides Machine Learning Algorithms, Regression, Classification, Clustering and Model Validation. ➔ Built on SciPy, Numpy and Matplotlib
  • 3. © DataMites™. All Rights Reserved | www.datamites.com Matplotlib ➔ It is a 2D plotting library that provides quality figures in different hardcopy formats., ➔ Line Plots, Barcharts, Histogram, Pie Charts etc. ➔ It consists of functions similar to Matlab DATA SCIENCE FOUNDATION 3
  • 4. © DataMites™. All Rights Reserved | www.datamites.com Python Libraries for Data Science Seaborn It is similar to the popular ggplot 2 library in R It helps in drawing attractive statistical graphics. DATA SCIENCE FOUNDATION 4
  • 5. © DataMites™. All Rights Reserved | www.datamites.com Data Frames Attribute DATA SCIENCE FOUNDATION 5 dtypes- list the column types columns- List the column names axes- List the row labels and column names ndim- number of dimensions values- Numpy data representation
  • 6. © DataMites™. All Rights Reserved | www.datamites.com Selecting a column in a Data Frame Method 1- A column name is used to subset a data frame Method 2 - Using the column name as an attribute DATA SCIENCE FOUNDATION 6
  • 7. © DataMites™. All Rights Reserved | www.datamites.com Groupby method for Data Frames Group by method can be used:- For splitting the data into groups Calculating the statistics for each group It is same dplyr() function in R DATA SCIENCE FOUNDATION 7
  • 8. © DataMites™. All Rights Reserved | www.datamites.com DataMites™ is a global institute of Data Science, Machine Learning, IoT and Artificial Intelligence Training and Consulting for individuals and Corporate. For courses enquires Call : +4420 8089 9220 (UK) (USA) | 1800 313 3434 (India Toll Free) Email : enquiry@datamites.com | Corporate Clients : corp@datamites.com If you are looking for Data Science Certification in Bangalore please visit: https://datamites.com/data-science-course-training-bangalore/ DataMites Datamites - Data Science Courses in Bangalore 3rd Floor, No C-25, Bajrang House, 7th Mile, Kudlu Gate, Garvebhavi Palya, Bengaluru, Karnataka 560068