This Virtual Predictive Business Analytics, Forecasting & Planning Conference is a comprehensive program of speakers and panel discussion uncovering the best practices and latest advancements in predictive analytics for business forecasting. We'll cover using new sources of data, methods, tools, talent management approaches, and more to become confident with our decision making and business plans. Predictive Analytics is revolutionizing our field and opening up new opportunities to add value to our organizations. This event is designed to equip with the skills you need to survive and thrive in the age of Big Data - do not miss it.
Why YOU should Attend:
April 20, 2021
10:00am – 1:00pm EDT
Data Science Workshop
This workshop will provide practical tips to incorporate into your own organization, where you’ll learn to leverage the cutting-edge of analytics technology. We will focus on data science applications for forecasting and best practices. Recent advances in forecasting, often called Predictive Analytics techniques, involve the use of Big Data, including analysis of textual data like that created by social media (Facebook etc.). This ½ day masterclass will be especially helpful for demand planners and forecasters looking to implement the latest advancements and next-level techniques.
I. INTRODUCTION
II. SOFTWARE OVERVIEW
• Popular Data Science tools
• Overview of Open Source Platforms (R & Python)
III. ENVIRONMENT
• Reading and summarizing data
• Merging data objects
• Feature engineering
• Installing and initiating packages
IV. DATA CLEANSING & PREPARATION
• Feature Scaling
• Univariate vs Multivariate Outlier Detection
• DBSCAN clustering, anomaly extraction
V.MACHINE LEARNING
MODULE 1 – REGRESSION
• Machine Learning Defined
• Comparison to Statistical Methods
• Artificial Neural Networks
VI. MODEL OPTIMIZATION
• K-Fold Cross Validation
• Parameter Selection
• Assessing model accuracy, stability
• Combining models to improve accuracy
VII.MACHINE LEARNING
MODULE 2 – CLASSIFICATION
• Overview of Ensemble Modeling
• Random Forest Trees
VIII.MACHINE LEARNING
MODULE 3 – ADVANCED TOPICS
• Gradient Boosted Trees
• Explaining model behavior
• Communication and Telling Stories with Data
IX. DATA VISUALIZATION
• Plotting Basics
• Advanced Graphics
X. TOPICS OF EXPLORATION
Member’s discount: -$50
Member’s discount: -$50
VIRTUAL PREDICTIVE ANALYTICS CONFERENCE
APRIL 21-22, 2021
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PREDICTIVE ANALYTICS WORKSHOP
(FREE FOR REGISTERED IBF MEMBERS) | APRIL 20, 2021
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ACCESSS TO ALL SESSION RECORDINGS ON-DEMAND
(3 MONTHS)
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ALL PRESENTATION SLIDES
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BENCHMARKING RESEARCH
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JOURNAL OF BUSINESS FORECASTING
(JBF)
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IBF MEMBERSHIP
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CPF CERTIFICATION EXAMS
3 EXAMS
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BOOK: FUNDAMENTALS OF DEMAND PLANNING & FORECASTING
(FREE SHIPPING)
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COST OF FORECAST ERROR CALCULATOR
BUILD BUSINESS CASE FOR PLANNING RESOURCES
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Become an IBF Member and Start Improving Your Forecasting & Planning Performance Today.
IBF members include well-known company professionals that span a broad array of business sectors. By joining our organization, you can make certain that your company sets up the right forecasting & planning process and uses the best techniques available. Moreover, you can be sure that your forecasting and demand planning staff has the proper knowledge and skill set for success.