Last Enrollment Date : 30th September'21

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  • Advanced Certificate Program in Machine Learning
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    INR 29,800

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    Program Summary

    • 10 credits
    • Duration 6 months
    • 40 Hours of projects/Assignments
    • 81 Hours of online sessions

    Advanced Certificate Program in Machine Learning

    This Advanced Program on Data Science has a perfect blend of Technology, Data Science and Business cases and insights; it stands out to be among the best in the world. This uniquely blended Program is brought to you by Praxis, a Top-ranked Analytics B-School in India.

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    Modules

    Statistics 101

    Introduction to Statistics

    Introduction to Statistics – II

    Measures of Central Tendency, Spread and Shape – I

    Measures of Central Tendency, Spread and Shape – II

    Measures of Central Tendency, Spread and Shape – III

    Measuring Association

    R Programming
    R Programming Introduction to R – I Introduction to R – II Common Data Structures in R     Conditional Operation and Loops Looping in R using Apply Family Functions Creating User Defined Functions in R Graphics with R Advanced Graphics with R
    Python

    Understanding Basics of Python

    Control Structures and for loop

    Playing with while loop | break and continue

    Strings and files

    List

    Dictionary and Tuples

    Data Mining 1 - Machine Learning with R & Python

    Introduction to NumPy

    Introduction to Pandas

    Slicing Data

    Exploratory Data Analysis

    Exploratory Data Analysis (Continue)

    Missing Value Imputation and Outlier Analysis

    Linear Regression Motivation

    Linear Regression optimization objective

    Linear Regression in Python

    Introduction to Regression Tree

    Introduction to Classification Tree

    Measures of Selecting the best Split

    Cluster Analysis – Hierarchical Clustering & k-Means Clustering

    Customer segmentation in Telecom Industry using Cluster Analysis

    k-Means clustering

    Association Rules mining

    Market Basket Analysis

    Data Mining 2 - Advanced Machine Learning with R & Python

    Sources of Error (Irreducible error, bias and variance)

    Formally defining the 3 Sources of Error

    Linear Regression – Multicollinearity (VIF)

    Qualitative Predictors – Use of Dummy Variables

    Observing overfitting in Polynomial Regression

    Regularized Regression (L2 – Regularization) – To avoid overfitting

    Regularized Regression (L1 – Regularization) – Feature selection using regularization

    Regularized Regression – How does regularized regression handles multicollinearity?

    Decision Tree – Pruning

    Bagging Models

    Designing your own Bagged Model

    Random Forest

    Boosting (Ada Boost)

    K Nearest Neighbour – Concept. kNN algorithm for k=1 and k>1

    Writing a K Nearest Neighbour algorithm from scratch

    Comparison of kNN with Linear Regression; Difference between kNN and kMeans.

    Revision of basics of Linear Algebra

    The Theory of dimension reduction

    Practical – Compressing an image file [Practical using R Software]

    Practical – Compressing an image file [Practical using R Software] (Continue)

    About Praxis

    Praxis Business School, Kolkata, is a premier B-School whose courses are rated among India’s top two in Big Data and Analytics domain. It is one of the most trusted and influential management education institutions in India. Praxis Business School is motivated by the desire to generate business professionals who can partake in and add to the economic development of the country.

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    Course Highlights

    Key Features of the Program

    Outcome of the Program

    Advanced Certificate Program in Data Science is one of the key requisites in any large organization. The time is at its best for someone to take up a career in this domain. Enormous opportunities and extreme dearth in getting candidates force large organizations go helter-skelter. It is imperative that career seekers grab this opportunity.

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