IIT Delhi - Advanced Certification in Data Science and Decision Science offered by TimesPro
- Private Institute
- Estd. 2013
Advanced Certification in Data Science and Decision Science at TimesPro Overview
Duration | 12 months |
Total fee | ₹1.89 Lakh |
Mode of learning | Online |
Official Website | Go to Website  |
Credential | Certificate |
Advanced Certification in Data Science and Decision Science at TimesPro Highlights
- Earn a certificate after completion of course from IIT Delhi
- Fee can be paid in installments
- Guest lectures for better learning
- Holistic understanding with capstone project implementation
Advanced Certification in Data Science and Decision Science at TimesPro Course details
Professionals aspiring to gain a foothold in the Data Sciences and Machine Learning domain
Data Science professionals seeking to gain an in-depth knowledge of the key aspects of Machine Learning, Artificial Intelligence and Decision Sciences
Experienced leaders willing to deep dive into Decision Sciences to gain assistance in decision-making
Develop a strong understanding of different types of data science, artificial intelligence and machine learning algorithms and related mathematical models of decision science
Develop a strong focus and problem-solving logic for handling complex data problems for management decision making involving data science and decision science
Develop an acumen towards problem solving for complex data analysis with an algorithmic and systematic approach, which is techno-functional in nature
Develop an acumen to understand and analyse large datasets with computationally intensive and mathematical algorithms
Enable problem solving ability through hands on exercises and capstone projects
The IIT Delhi Advanced Certification in Data Science and Decision Science addresses the dynamic needs of the industry, equipping participants with advanced skills in data analytics, artificial intelligence, and machine learning
A strong focus on practical problem-solving for management decision-making, this programme blends rigorous theoretical knowledge with hands-on experience
Graduates are well-prepared to excel in the field of data science and drive substantial career advancements
Class Timings:
3 to 4 Saturdays
Advanced Certification in Data Science and Decision Science at TimesPro Curriculum
Governance of Enterprise Analytics Systems
Introduction to management of systems in enterprises and industries
Types and Levels of Analytics Systems
Understanding the evolution of SMAC era for enterprise systems
Challenges of managing Artificial Intelligence and Machine Learning Projects
Technology Alignment and Governance issues in Digital Transformation using Machine Learning
Inferential Analytics
Statistics 101 and Descriptive Analytics using MS Excel and SPSS/PSPP
Data Visualisation
Python programming for data management
Python for descriptive, diagnostic and inferential statistics
Prescriptive Analytics using MCDM/AHP
Predictive Analytics and Machine Learning
Data Mining approaches for predictive analytics
Supervised and Unsupervised learning
Regression and Multivariate analysis using SPSS/PSPP
Data Multidimensionality
Data model building for Big Data applications
Machine Learning using Artificial Neural Networks
Deep learning
Fuzzy set theory
Machine learning using KNN, Kmeans, Random Forest, Support Vector Machine, etc.
Cognitive Science and Big Data Analytics
Big Data Applications
Understanding Natural Language Processing Applications (e.g. Search Engines and Social Media)
Web Analytics (Google)
Machine Learning Applications and Chatbots
Social Media Analytics
Advanced Text Mining like sentiment analysis, topic modelling and text summarisation
Advanced Network Science and Applications
Tools for Data Science
Hands on exercises with Machine Learning for Supervised and Unsupervised learning
User Interface driven Python applications (Orange)
Python programming for big data and machine learning applications
Text mining using Orange
Overview on Analytics for business decisions
Understanding of main pillars of business decision analytics
Introduction to Heuristics/Meta-Heuristics/Hyper-Heuristics/AI
Application of decision-making models
Prescriptive Analytics
Understanding Quantitative Data Analysis and Prescriptive Analytics
Linear Programming (Single Objective) using Excel/LINGO
Non-Linear Programming (Single Objective) using Excel / LINGO
Linear Programming (Multiple Conflicting Objectives)
Goal Programming using Excel / LINGO
Applications of Linear Programming/Non Linear Programming in business
Predictive Analytics using EXCEL/R
Business Simulation
Introduction to basic statistics such as population and sample
Measure of central tendency, dispersion and association
Simulation modelling and analysis using Excel
Application of simulation in business decisions
Demand forecasting in business decisions
R for predictive analytics (demand forecasting)
Applying AI (Genetic Algorithm) in business decisions using Excel
Descriptive and Qualitative Data Analytics
Understanding Qualitative Data Analysis and Descriptive Analytics
Introduction to Multi Criteria Decision Making
Group Decision Making
ISM, MICMAC Analysis, IRP, DEMATEL, TOPSIS, ELECTRE
Hybridisation of MCDM such as IRP-AHP, ISM-AHP, AHP-TOPSIS
Qualitative data analysis from Most Likely, Pessimistic and Optimistic Algorithms
Aggregation of ranking variations using MILP in Excel/LINGO
Decision Science Tools and Case Studies
Case study discussions from several domains of businesses viz. marketing, production, human resource, finance, & strategy using Excel/LINGO
Advanced Certification in Data Science and Decision Science at TimesPro Faculty details
Advanced Certification in Data Science and Decision Science at TimesPro Entry Requirements
Graduates or Postgraduates in Science, Engineering, Business or any related disciplines
Other courses offered by TimesPro
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Advanced Certification in Data Science and Decision Science at TimesPro News & Updates
Advanced Certification in Data Science and Decision Science at TimesPro Contact Information
18th floor, F Wing, Lotus Corporate Park, Off Western Express Highway
Mumbai ( Maharashtra)