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Big Data Analysis and Advanced Data Science Course (3 Modules)
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Big Data Analysis & Advanced Data Science Course Program Overview
Big Data Analysis & Advanced Data Science Course Symbol Legend
Module 4: Fundamental Big Data Analysis & Science
Module 4 Overview
Lesson 1: Terms and Concepts (11:52)
Lesson 2: Common Big Data Dataset Categories (7:52)
Exercise 4.1
Lesson 3: Exploratory Data Analysis (EDA) (5:42)
Lesson 4: Statistics (34:13)
Exercise 4.2
Exercise 4.3
Exercise 4.4
Lesson 5: Confirmatory Data Analysis (CDA) (6:19)
Lesson 6: Visualization (9:08)
Exercise 4.5
Lesson 7: Prediction: Linear Regression (8:15)
Exercise 4.6
Lesson 8: Classification: k-NN (3:36)
Lesson 9: Clustering: k-means (9:29)
Exercise 4.7
Supplement: Module 4 Mathematical Formulas
Module 5: Advanced Big Data Analysis & Science
Module 5 Overview
Lesson 1: Modeling & Model Evaluation (17:27)
Exercise 5.1
Exercise 5.2
Lesson 2: Data Reduction (5:46)
Lesson 3: Classification (19:00)
Exercise 5.3
Lesson 4: Pattern Identification (13:34)
Exercise 5.4
Lesson 5: Text Analytics (12:21)
Exercise 5.5
Lesson 6: Outlier Detection (10:12)
Exercise 5.6
Exercise 5.7
Supplement: Module 5 Mathematical Formulas
Module 6: Big Data Scientist Lab
Module 6 Overview
Reading Exercise 6.1: TMC Case Study Background (~15 minutes)
Lab Exercise 6.2 Analysis for Enhancing Product Quality (~90 minutes)
Lab Exercise 6.3 Analysis for Lowering Total Cost of Ownership (~60 minutes)
Reading Exercise 6.4 PLGM Case Study Background (~15 minutes)
Lab Exercise 6.5 Analysis for High-Yield Marketing Plan (~90 minutes)
Lab Exercise 6.6 Analyze Items Layout and Credit Card Data (~60 minutes)
Reading Exercise 6.7: LHL Case Study Background (~15 minutes)
Lab Exercise 6.8 Enhance Patient Diagnosis Capability (~60 minutes)
Reading Exercise 6.9: SWP Case Study Background (~15 minutes)
Lab Exercise 6.10 Enhance Risk Management and Understand Demand Patterns (~45 minutes)
Supplement: Big Data Scientist Module 6 Mind Map Poster
Course Completion Test & Exam Preparation
Step 1 - Take the Self-Test (Optional)
Step 2 - Order and Schedule the Exam
Step 3 - Purchase Exam Prep Kit (Optional)
Add-Ons
Instructor-Led Training & Coaching Information
Online Coaching Order
Digital Training Badge (Acclaim/Credly)
Downloadable Digital Course Materials (PDFs)
Printed Course Materials
eLearning Study Kit Account
Lesson 3: Exploratory Data Analysis (EDA)
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