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About PYTHON WITH MACHINE LEARNING TRAINING

About PYTHON WITH MACHINE LEARNING TRAINING

Duration: 3 Month(s)

Python Basics

  • What is Python?
  • Installing Anaconda
  • Understanding the Spyder Integrated Development Environment (IDE)
  • Lists, Tuples, Dictionaries, Variables

 

 

Data Frame Manipulation

  • Data Acquisition
  • Indexing, Filtering
  • Sorting & Summarizing
  • Descriptive Statistics
  • Combining and Merging Data Frames
  • Discretization and Binning
  • String Manipulation

 

 

Projects

  • Default Modeling using Logistic Regression in Python
  • Credit Risk Analytics using SVM in Python
  • Intrusion Detection using Decision Trees & Ensemble Learning in Python

 

 

Data Structures in Python

  • Intro to Numpy Arrays
  • Creating ndarrays
  • Indexing
  • Data Processing using Arrays
  • File Input and Output
  • Getting Started with Pandas

Other Predictive Modelling Tools

  • Intro to Machine Learning
  • Random Forests
  • Sklearn Library and Statsmodels

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