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Machine Learning Python
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Data Science
Machine Learning Python
Machine Learning Python - Basic
Duration in Hours (4 Hours session) : 60
Duration in Days: 15
DS01 - Machine Learning – Python
Course Code: DMLP31
40 Hours of Theory
20 Hours of Lab
1.1. FUNDAMENTALS OF PYTHON
Advantages of Python
Python compiler and PVM
Python instillation and environment
1.2. DATATYPES IN PYTHON
strings
char
lists
tuples
range
sets
dictionaries
1.3. OPERATORS IN PYTHON, 1.4. INPUT/OUTPUT , 1.5. CONTROL STATEMENTS
if statement
if…else statement
if…elif…else statement
while loop
for loop
break statement
continue statement
pass statement
1.6. NUMPY ARRAYS
Array creation
Array attributes
1D and 2D Arrays
Matrix
1.7. FUNCTIONS IN PYTHON
Built in and User defined functions
Writing your own functions
Importing functions
1.8. MODULES AND PACKAGES
Modules
Packages
Imports
1.9. DATA ANALYSIS IN PYTHON USING PANDAS
Series
Dataframes
Creation of dataframes from different sources
Viewing data in dataframe
Operations on dataframe
Handling missing data
1.10. DATA VISUALIZATION USING MATPLOTLIB
Line plot
Bar graph
Pie chart
Subplots
Histogram
1.11. DATA VISUALIZATION USING SEABORN
Distribution plot
Kde plot
Count plot
Box plot
Scatter plot
Sub plots
Lmplot
Pair plots
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