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Python for Data Analytics and Machine Learning Bootcamp

In this program Course, you'll the necessary Python programming skills to manipulate databases and perform various levels of evaluation at the data. you will create predictive models from the data using machine learning applications such as Sci-Kit Learn.
  • Training Type
    Live Training
  • Category
    Python
  • Duration
    25 Hours
  • Rating
    4.9/5
Python for Data Analytics and Machine Learning Bootcamp

Python for Data Analytics Course Introduction

About Python for Data Analytics Course

Python for Data Analytics and Machine Learning Bootcamp enables you to take your data science skills into a variety of companies, helping them analyze data and make more informed business decisions. The course covers basic and advanced Python, data exploration, data visualization, descriptive analytics, and predictive analytics techniques with the Python language. You will learn about various Python packages like Numpy, Pandas, Scikit Learn, Seaborn. You will also get a chance to learn how to import and export data in using Python, data structures in Python, various statistical concepts, cluster analysis, Regression and classification. 

Python for Data Analytics Course Objective

Install Python, Jupyter Notebook and learn about the various Python packages

Gain an in-depth understanding of data structure used in Python and learn to import/export data in Python

Define, understand and use the various functions in Python

Learn to do data visualization using Python packages like matplotlib and seaborn

Gain a basic understanding of various statistical concepts

Understand and use linear regression model, and classification techniques in Machine Learning

Learn and use clustering methods including k-means and hierarchical clustering

Who is the Python for Data Analytics Course Target Audience?

This course is meant for all those students and professionals who are interested in using the Python's powerful ecosystem

What Basic Knowledge Required to Learn Python for Data Analytics?

There are no prerequisites

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Python for Data Analytics Course Curriculum
Total Duration : 25 Hours
Basic and Advanced Python
  • Introduction to Python  

    Various datatypes in Python

    Lists

    Tuples

    Dictionaries

    Sets

  • Core programming concepts  

    While Loops

    For Loops

    If Else statements

  • Functional Programming using Python  

    How to create the functions

    Benefits of using the functions

  • Text Processing using RE module  

    Introduction to String operations and RE Module

  • Exception Handling in Python  

    Understand the exception Handling using Python

    Understand the TRY-EXCEPT-ELSE-FINALLY block

Data Manipulation and Analytics using Python
  • Objects in Python  

    Matrix

    Data frames

  • Visualizations in Python  
  • Packages in Python  

    Numpy

    Matplotlib

    Pandas

  • Matrix operations  
  • Dataframes  

    Joins and manipulations in Dataframes

Machine Learning
  • Data Pre-processing  

    Missing Data

    Categorical Data

    Feature Scaling

    Data Split (Test and Training Set)

  • Regression  

    Simple Linear Regression

    Multiple Linear Regression

  • Classification  

    Logistic Regression

    K Nearest Neighbours (K-NN)

    Support Vector Machine (SVM)

    Navie Bayes

    Decision Tree Classification

    Random Forest Classification

  • Clustering  

    K Means

    Hierarchical Clustering

  • Association Rule Mining  

    Apriori 

  • Model selection and Boosting  

    K Fold Technique

    Grid Search