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

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

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: 4 September 2019
Diploma commences: 5 September 2019Duration: 9 Months, Online

APPLICATION DETAILS

Diploma fee: USD 3,000
Application Fee: (Non-Refundable) USD 50 
Application deadline: 4 September 2019
Diploma commences: 5 September 2019
Duration: 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: 4 September 2019
Diploma commences: 5 September 2019Duration: 9 Months, Online

Global Ivy Emeritus Institute of Management