Postgraduate Program in Data Science and Machine Learning (PGPDM) offered by Jigsaw Academy
4.0 /5- Estd. 2010
Postgraduate Program in Data Science and Machine Learning (PGPDM) at Jigsaw Academy Overview
Duration | 9 hours |
Mode of learning | Online |
Credential | Certificate |
Postgraduate Program in Data Science and Machine Learning (PGPDM) at Jigsaw Academy Highlights
- Earn a certificate from University of Chicago and Jigsaw Academy
- 100% Online-Start instantly and learn at your own schedule.
- Guest lectures from Machine Learning and AI professionals
- Placement assistance for all and Assured internships for freshers and Young Professionals
Postgraduate Program in Data Science and Machine Learning (PGPDM) at Jigsaw Academy Course details
- Gain a thorough understanding of analytics and data science, when and how it is used, and where it fits on the spectrum of data analysis types
- Articulate data science problem statements based on an understanding of business requirements
- Be able to design an appropriate data science solution by selecting the right data science or machine learning algorithm
- Be able to use multiple tools to build out the data science solution, including data storage tools like Hadoop, data processing tools like MapReduce, R, Pig or Hive, and statistical analytics and machine learning tools like R and Spark
- Be able to explain and convince a business audience of the validity and usefulness of the solution
- Know how to apply project management skills to data science projects
- Build a specialized understanding of data science applied to a domain like Supply Chain, Finance, or Marketing
- The course is mainly designed for aspirants who want to build a career in Data Science, Machine Learning and work with renowned organizations across the globe that derives business solutions through analytics
- The course allows students to learn to process, visualize data and solve real-life problems through data analysis
- International lecturers and industry experts from the University of Chicago and Jigsaw Academy together aid participants in reaching those goals
Postgraduate Program in Data Science and Machine Learning (PGPDM) at Jigsaw Academy Curriculum
Module 1: Introduction to Analytics
Analytics Overview
Introduction to Python programming
Summary statistics using Python
Module 2: Data Science with Python
Introduction and Data Manipulation with Python
Overview of inferential statistics
Data pre-processing (Data Exploration & Data Preparation)
Data Visualization with Python
Module 3: Data Understanding and Preparation
Introduction to databases
Relational Databases
Basic SQL
Advanced SQL
Reporting and Datawarehousing
Business Intelligence
Module 4: Data Visualization and Storytelling
Value of Data and Power of Storytelling
Data Viz and Business Problem Formulation
Visualizing Time, Proportion and Space
Exploratory Data Analysis and Relationship Visualization
Communicating with Data
Python and Data Visualization
Module 5: Predictive Modelling with Python
Feature engineering
Predictive Modelling with Python using regression techniques
Linear and logistic regression
Module 6: Advanced Analytics and Machine Learning
Overview of Predictive Modeling and Machine Learning
Cluster Analysis
PCA & SVM
Decision Trees and Resampling Techniques
Ensemble Models, Boosting and Random Forest
Introduction to Time Series forecasting
Module 7: Big Data Engineering
Intro to Big Data
Hadoop, HDFS & MapReduce
Data warehousing with HIVE
Spark, data frames & Spark SQL
Machine learning on Spark (Spark MLlib)
Web scraping
Big Data Case study
Module 8: DL, AI and Tensor Flow
Introduction to Artificial Neural Networks (ANN) and Artificial Intelligence
Multi-layered Neural Networks and Deep Learning
Introduction to Natural Language Processing
AI & DL case studies using Tensor Flow
Introduction to Computer vision
Module 9: Capstone Project and Career Management
Capstone Project
Career Management
Putting the Jigsaw together
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Colleges in BangaloreJigsaw AcademyCoursesPostgraduate Program in Data Science and Machine Learning (PGPDM)Postgraduate Program in Data Science and Machine Learning (PGPDM) at Jigsaw Academy Contact Information
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Landmark: Above Domino’s Pizza
Bangalore ( Karnataka)
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