Data Science

Data Science
Eligibility (Best suited for B.Tech/BE 1st, 2nd & 3rd year all streams)
Duration 45 Days

Course Curriculum

  • What is DataScience
  • Install Python and Anaconda.
  • Installing packages: numpy, pandas, matplotlib, sklearn)
  • Introduction to Python
  • Flow Control (If, for, while) Statements
  • Data Structures
    • Numbers
    • Lists
    • Tuples
    • Dictionary
    • Strings
  • Functions and classes in Python
  • Ndarray Object
  • Data Types in Numpy
  • Array Attributes and Manipulation in Numpy
  • Indexing & Slicing
  • Iterating Over Array
  • Binary Operators in Numpy
  • Mathematical Functions in Numpy
  • Arithmetic Operations in Numpy
  • Matrix Library in Numpy
  • Data Structures in Pandas
  • Series and DataFrame in Pandas
  • Basic Functions in Pandas
  • Iteration
  • Sorting
  • Reindexing
  • Indexing and Selecting Data
  • Missing Data
  • Groupby
  • Merging/ Joining
  • Concatination
  • Categorical Data
  • 2D Plotting with matplotlib
  • Plotting with keyword strings
  • Plotting with categorical variables
  • Regression
    • Simple Linear Regression
    • Multiple Linear Regression
    • Support Vector Regression
    • Decision Tree Regression
    • Random Forest Regression
  • Classification
    • Support Vector Classification(SVM)
    • K - Nearest Neighbour Algorithm(KNN)
    • Naive Bayes Classification
    • Decision Tree Classification
    • Random forest Classification
  • K-means Clustering Algorithm
  • Hierarchical clustering

Course Registrations

Features

  • Internship certification from industry
  • Certification by AICRA
  • Working exposure with industry experts
  • Profile sharing with AICRA member companies

Course Information

  • Course Duration: 45 Days
  • Course Fee: 21999 INR