University of Maryland - University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning
- Offered byTalentedge
- Estd. 2012
University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning at Talentedge Overview
Duration | 12 months |
Total fee | ₹2.50 Lakh |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning at Talentedge Highlights
- Earn a certificate of completion from University of Maryland, College Park
- Easy EMI Plans
- Get 30+ industry project and 10+ programming tools & languages
- Dedicated SRM support for students throughout the course available 24*7
- Get a chance to network with Maryland Smith's faculty, industry experts and peers during the course
University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning at Talentedge Course details
- For Software Engineers aspiring to build career in DS
- For Mid Level IT professionals
- For Non Technical Business Analysts
- For Marketing/ Healthcare
- For Domain based Professionals working on Analytics
- For Early Career Technologists with understanding of Math and Basic Logic for Programming
- Predictive Analytics using Python
- Data Visualization
- Machine Learning and Artificial Intelligence
- Business Problem Solving
- Statistics
- This Data Science and Machine Learning course will help you to apply scientific techniques and advance analytics to pull out useful data and extract required business information
- The business information extracted with the scientific methods are then used to take relevant decisions and make strategic plans to execute them
- The course also covers programming languages such as Python, SQL, Data Visualization, Tableau, etc
University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning at Talentedge Curriculum
Preparatory Content
Data Analysis in Excel
Data Science Toolkit
Intro to Program- Mayank's video
Introduction to DS Landscape
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: Python
Statistical Analysis & Visualization
Exploratory Data Analysis
Visualization in Python
Visualisation using Tableau
Data Storytelling
Visualisation and Storytelling Assignment
Inferential Statistics
Hypothesis Testing
Designing Business Experiments
Course Project: Statistics
Machine Learning
Introduction to Linear Regression in Explanatory & Inferencing Setting
Linear Regression in a Predictive Setting
Introduction to Classification: Logistic Regression
Evaluation methods in Classification Models
Model Selection & Practical Consideration around Modelling+ KNN
Decision Tree Models
Assignment
Unsupervised Learning: Clustering
Advanced Machine Learning + Business Strategy
Introduction to Ensemble Models: Random Forest & Boosting
Unsupervised Learning: Association Rules Mining (Market Basket Analysis)
Introduction to Deep Learning
Classification & Regression Models using Neural Networks
Introduction to Convolutional Neural Networks
Introduction to Natural Language Processing
Framework to Al & Business Strategy
Modelling on Text data
Assignment
Executing Al Strategy
Advanced Machine Learning II
Advanced Python Programming
Advanced SQL
Introduction to Time Series
Recommender Systems
DL in Tf & Optimization (Optional)
RNN
Applications in CV
Assignment
University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning at Talentedge Faculty details
University of Maryland - Executive Post Graduate Program in Data Science and Machine Learning at Talentedge Entry Requirements
- Education: Undergraduate/Associate degree holders, Students appearing in Final Year
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