Preview Machine Learning Classification Mastery

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Data Science Profile

Setup Code/Data/Environment

Setup Code & Data with Anaconda

Setup Data 7 Code with Google Colab

Introduction

Who can take this course?

Industry Gaps in Data Science

Our Methodology for teaching Data Science

Level of Classification Course

ML Classification Projects

Course Delivery Method

Iterative Modelling Process

Exploration

Stage 1 - Intuition based Base Model

Stage 1 Plan

Code 1 IF THEN Model

Code2: Base Model with Missing Value Strategy

Code3: Outlier Strategy

Project 1 Completion Form

Code 1 to 3 Doubts/Feedback

Project 2 - Cohort Based Execution (Optional)

Project 3 - Going Solo! (Optional)

Stage 1 - Exploration (Optional)

Code1 Exploration

Code2 Exploration

Code3 Exploration

Stage 2 - Improved Pipeline with Tree Based Models

Stage 2 Plan

Code 4: Transformation Strategy

Code 5: Combine Strategies

Code 6: Decision Tree Pipeline

Stage 2 Exploration (Optional)

Code4 Exploration

Code5 Exploration

Code6 Exploration

Stage 2 Exploration Completion

Stage 3 - Improving Score

Week 3 Plan

Code 7: Decision Tree Hyperparameter Optimization

Code 8: Random Forest with Hyperparameter Optimization

Code 9: Feature Engineering

Stage 3 Exploration (Optional)

Code7 Exploration

Code8 Exploration

Code9 Exploration

Stage 3 Exploration Completion

Stage 4: Gearing towards Project Completion

Feature Importance Variations

One Hot Encoding without Pipeline

Ordinal Encoding without Pipeline

Ordinal Encoding with Pipeline

One Hot Encoding with Pipeline

Ordinal Encoding with Grid Search Pipeline

Stage 5: Present Outcomes : One Liner

Presenting Outcomes

Google X Y Z Formula

Google X Y Z Formula Example

Writing Business Outcome

Writing Model Outcome

Using One Liners in Resume

Stage 6: Present Outcomes: One Pager

What is a One Pager?

Business Objective & Solution

Approach

Who & Where

Outcomes

Adding Visual Elements

Stage 7: Completion

Congratulations

What next?

Preview - Machine Learning Classification Mastery