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Problem Solving Architecture - Coggle Diagram
Problem Solving Architecture
Data Gathering
Data Loading
Data Integration
Data Fetching
Frame The Problem
Know The Current Solution
Know the Final Objective
Understanding the Business Problem
Explore Data To Gain Insights
Finding Patterns and Trends
Making raw data into meaningful
Feature Correlation
Prepare the Data to to Feed ML Algorithms
Feature Selection and Extraction
Feature Engineering
Data Scaling and Data Balancing
Imputation and Label Encoding
Explore Different Models
Try Different Models
Short List Best Models
Know the Underlying Flow of Models
Fine Tune Your Models
Cross Validation
Parameter Tuning
Model Tuning