Postgraduate Diploma in Applied Data Science

Curriculum

Module 1: Basics Of Statistics & Probability (Optional)
Module 2: Tools & Data Management
  • Python Basics
  • Intermediate Python
  • Relational Databases
  • SQL
  • Data Extraction (Analytics in Python 3.1 to 3.7 getting data from the internet)
  • Data Cleaning (Analytics in Python 3.1 to 3.7 Cleaning with Pandas)
Module 3: Statistics & Exploratory Data Analysis
  • Statistics & Exploratory Data Analysis
  • Sampling
  • Hypothesis Testing
  • Data Analysis & Visualization (numpy)
  • Data Analysis & Visualization (pandas)
Module 4: Fundamentals Of Machine Learning
  • Linear Regression
  • Logistics Regression, Step-wise Regression, Non-Linear Regression
  • Classification
  • Dimensionality Reduction
  • Naïve Bayes
  • K-Means
  • Text Mining
  • Clustering
  • Decision Trees
  • Time Series Analysis
  • Linear Optimization
Module 5: Capstone Project

PREREQUISITES: The diploma requires an undergraduate knowledge of statistics, (descriptive statistics, regression, sampling distributions, hypothesis testing, interval estimation etc.) linear algebra and probability.

Participants are required to possess an intermediate knowledge of Python since all assignments/application projects will be done using the Python programming language. EMERITUS offers a complimentary Python for Data Science certificate course to meet this prerequisite. Participants who successfully complete this certificate course will receive a verified digital certificate of completion from EMERITUS Institute of Management.

APPLICATION PROJECTS

Data Wrangling using CNC Mill Tool Wear Data

Hypothesis Testing using Cancer Atlas Data

Data Exploration using Lending Club Loan Data

Natural Language Processing (NLP) implementation using Amazon product reviews

Data Management Using Northwinds Traders Data

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APPLICATION DETAILS

Diploma fee: USD 3,000Application Fee: (Non-Refundable) USD 50 Application deadline: 3 December 2019Diploma commences: 5 December 2019Duration: 9 Months, Online

APPLICATION DETAILS

Diploma fee: USD 3,000Application Fee: (Non-Refundable) USD 50 
Application deadline:3 December 2019

Diploma commences: 5 December 2019Duration: 9 Months, Online

GET PROGRAM INFO

Take the first step to a Global Education

Your details will not be shared with third parties. Privacy Policy

 

APPLICATION DETAILS

Diploma fee: USD 3,000Application Fee: (Non-Refundable) USD 50 Application deadline: 3 December 2019Diploma commences: 5 December 2019Duration: 9 Months, Online

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