Data Science Methodology | Applied AI Institute

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Data Science in Action using ikigailabs

Introduction

Why this course (3:28)
Course Introduction (6:23)
Course Outline (5:25)
Data Science Methodology (11:08)
Instructors Bio (2:55)
Quizzes

Set-up Sandbox

Set-up Sandbox Overview (7:36)
Product Features (6:53)
Product Demonstration (9:38)

Step 1: Define Project

Define Project - Concepts (12:22)
Define Project - Example (7:52)
Quizzes

Step 2: Describe Data

Describe Data - Concepts (6:59)
Describe Data - Tasks and Deliverables (7:40)
Describe Data - Task 1 - Load Data Sources (6:52)
Describe Data - Task 2 - Classify Datasets (1:41)
Describe Data - Task 3 - Describe Datasets (2:12)
Describe Data - Task 4 - Verify Data Quality (3:25)
Quizzes

Step 3: Prepare Data

Prepare Data - Reduction (6:27)
Prepare Data - Feature Engineering (7:05)
Prepare Data - Synthesis (4:14)
Prepare Data - Data Preparation Toolkits from Ikigailabs (3:29)
Prepare Data - Task 1: Load Data (8:09)
Prepare Data - Task 2: Reformat (1:56)
Prepare Data - Task 3: Filter (6:18)
Prepare Data - Task 4: Merge (9:54)
Prepare Data - Task 5: Group (4:37)
Prepare Data - Task 6: Feature Engineering (5:44)
Prepare Data - Summary (5:56)
Quizzes

Step 4: Develop Model

Develop Model - Overview (8:35)
Descriptive Analytics - Simple Statistics (8:02)
Descriptive Analytics - Bar Chart (5:56)
Descriptive Analytics - Pie Chart (4:13)
Descriptive Analytics - Maps (6:00)
Predictive Analytics - Clustering - Set-up (9:27)
Predictive Analytics - Clustering - Results (10:02)
Predictive Analytics - Regression - Set-up (9:31)
Predictive Analytics - Regression - Results (2:53)
Prescriptive Analytics - Examples (9:22)
Prescriptive Analytics - Algorithm (11:58)
Quizzes

Step 5: Evaluate Model

Evaluate Model - Clustering (5:23)
Evaluate Model - Prediction (10:36)
Quizzes

Step 6: Deploy Model

Deploy Model - Overview (13:49)
Quizzes

Step 7: Optimize Model

Optimize Model - Overview (5:29)
Quizzes

Summary

Final Review (11:18)
Future Learnings (4:07)
Quizzes

Teach online with

Data Science Methodology

L1-S4-DSM.pdf

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