University of Maryland - University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning
4.5 /5- Offered byupGrad
- Private Institute
- Estd. 2015
University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning at upGrad Overview
Duration | 12 months |
Total fee | ₹2.50 Lakh |
Mode of learning | Online |
Credential | Certificate |
University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning at upGrad Highlights
- Earn a certificate from University of Maryland's Robert H. Smith School of Business
- 20+ case studies, assignments and hands-on 1 Capstone project
- Gain expertise on tools like Excel, Python, Tableau and MySQL
- Dedicated career assistance though 1:1 career counselling sessions & access to job portals
- Prepare for roles like Data Analyst, Data Scientist, Financial Analyst, Management Analyst/Consultant, Market Researcher
- Gain expertise on Statistics, Predictive Analytics using Python, Machine Learning, Data Visualization, Predictive Modelling etc.
University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning at upGrad Course details
- For Software Engineers who wish to enter DS
- For Mid Level IT professionals
- For Non Technical Business Analysts
- For Marketing/ Healthcare/ Domain based professionals who wish to apply analytics
- For early career technologists with understanding of math and basic logic for programming
- Data science applications in real business problems
- Python Programming, NumPy & Pandas
- Data Analysis using SQL
- Visualization in Python & Tableau
- Exploratory Data Analysis
- Linear & Logistics Regression
- Decision Tree Models
- Unsupervised Learning
- Introduction to Deep Learning
- Introduction to Natural Language Processing
- The program has been designed specifically for managers and working professionals to develop practical knowledge and skills, establish a professional network, and accelerate their careers
- Participants will understand formulation of data and business analytics problems, the actual algorithms that are used, and how data is presented to help take important business decisions
- The curriculum consists of live sessions, expert coaching sessions and projects making you a skilled data science manager at par with leading industry standards
University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning at upGrad Curriculum
Pre-Program Preparatory Content
Data Analysis in Excel, Analytics Problem Solving
Data Science Toolkit
Intro to DS Landscape + Business Problem Solving
Python Programming Essentials I - Variables, Expressions, and Control Statements
Python Programming Essentials II - Functions and Data Structures
Python Libraries for Data Science - NumPy
Python Libraries for Data Science - Pandas
Python Assignment
Data Analysis using SQL
Practical Data Considerations: Data Cleaning and Preparation
Course Project
Statistical Analysis & Visualisation
Visualization in Python
Visualisation using Tableau
Exploratory Data Analysis
Data Storytelling
Visualisation and Storytelling Assignment
Inferential Statistics
Hypothesis Testing
Designing Business Experiments
Introduction to Linear Regression in explanatory & inferencing setting
Course Project: Statistics
Machine Learning
Linear Regression - I
Linear Regression - II
Logistic Regression
Decision Tree Models
Assignment
Unsupervised Learning: Clustering
Unsupervised Learning: Dimensionality Reduction Techniques/ Naive Bayes
Model Selection & Practical Consideration around Modelling
Course Project: Machine Learning
Advanced Machine Learning
Introduction to Ensemble Models: Random Forest & Boosting
Introduction to Deep Learning
Classification & Regression Models using Neural Networks
Introduction to Convolutional Neural Networks
Introduction to Natural Language Processing
Modelling on Text data
Assignment
Framework to AI & Business Strategy
Executing AI Strategy
Capstone Project
University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning at upGrad Faculty details
University of Maryland - Executive Post Graduate Program in Data Science & Machine Learning at upGrad Entry Requirements
- Eligibility: Graduation
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