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Prescriptive Analytics
Coursera
Course
Unknown

Prescriptive Analytics

Dartmouth College

Learn to transform data into actionable strategies using Python to build optimization models and solve complex decision problems.

Unknown6 weeksKK, English, HU

About this Course

Learn to transform data into actionable strategies in Prescriptive Analytics for Digital Transformation. Use Python to build and solve optimization models, tackle complex decisions, and leverage prescriptive tools to drive efficient, data-driven innovations with Dartmouth Thayer School of Engineering faculty Vikrant Vaze and Reed Harder. What you'll learn: 1. Optimize Decision-Making Using Python: Build and solve linear and mixed-integer optimization models with Python tools like Pyomo, tackling real-world challenges in logistics, resource allocation, and planning. 2. Transform Non-Linear Problems: Apply linearization techniques to convert complex non-linear constraints into linear forms for efficient and scalable solutions. 3. Model Complex Decisions: Incorporate integer variables and logical rules into optimization models to handle discrete decisions, such as project selection or facility placement. 4. Evaluate and Refine Models: Use sensitivity analysis, branching, bounding, and pruning techniques to ensure robust and effective solutions that adapt to changing conditions. 5. Leverage Prescriptive Analytics for Strategy: Apply optimization and prescriptive analytics to develop actionable recommendations, enhancing efficiency and decision-making in digital transformation contexts

What You'll Learn

  • Transform data into actionable strategies using prescriptive analytics
  • Use Python to build and solve optimization models
  • Tackle complex decision-making problems with prescriptive tools
  • Drive efficient, data-driven innovations

Prerequisites

  • Basic familiarity with the topic and its common terminology
  • Readiness to practice through applied exercises or case-based work

Instructors

R

Reed H. Harder

Course Facilitator

V

Vikrant S. Vaze

Associate Professor

Topics

Machine Learning
Data Science
Software Development
Computer Science
Business Analytics
Model Evaluation
Data-Driven Decision-Making
Strategic Decision-Making
Cloud Computing
Process Optimization

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تعلم الآلة
علوم البيانات
تطوير البرمجيات
علوم الحاسب
تحليلات الأعمال
تقييم النماذج
اتخاذ القرارات المبني على البيانات
اتخاذ قرارات استراتيجية
Cloud Computing
Process Optimization

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