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Machine Learning Python

Machine Learning Python - Basic

Duration in Hours (4 Hours session) : 60

Duration in Days: 15

DS01 - Machine Learning – Python

Course Code: MLP20CS

40 Hours of Theory

20 Hours of Lab

  1. Advantages of Python
  2. Python compiler and PVM
  3. Python instillation and environment
  1. strings
  2. char
  3. lists
  4. tuples
  5. range
  6. sets
  7. dictionaries
  1. if statement
  2. if…else statement
  3. if…elif…else statement
  4. while loop
  5. for loop
  6. break statement
  7. continue statement
  8. pass statement
  1. Array creation
  2. Array attributes
  3. 1D and 2D Arrays
  4. Matrix
  1. Built in and User defined functions
  2. Writing your own functions
  3. Importing functions
  1. Modules
  2. Packages
  3. Imports
  1. Series
  2. Dataframes
  3. Creation of dataframes from different sources
  4. Viewing data in dataframe
  5. Operations on dataframe
  6. Handling missing data
  1. Line plot
  2. Bar graph
  3. Pie chart
  4. Subplots
  5. Histogram
  1. Distribution plot
  2. Kde plot
  3. Count plot
  4. Box plot
  5. Scatter plot
  6. Sub plots
  7. Lmplot
  8. Pair plots
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