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The ML Debugger’s Arena: Conquer Market Mix Modeling

7 modules
11 Hours 30 Minutes
d378d7d1-dce8-4db5-abfe-adbbc5bd5192_Content-Poster-(17).webp skill path cover image

Overview

Skill path

Content-Poster-(17).png Skill path cover imageScenario

Broken Aggregates and Messy Media Information

retail-and-cpg
approach
data-understanding
data-wrangling
problem-understanding
data-quality
databricks
azure
python
01h 30m
Content-Poster-(17).png Skill path cover imageScenario

Uncovering Misleading Insights: Debugging EDA Visualizations

retail-and-cpg
approach
data-understanding
data-quality
data-visualization
problem-understanding
data-wrangling
python
azure
01h
Content-Poster-(17).png Skill path cover imageScenario

Feature Engineering for Media Spend Analysis: Identifying and Correcting Common Pitfalls

retail-and-cpg
data-understanding
data-visualization
problem-understanding
data-wrangling
python
azure
01h
Content-Poster-(17).png Skill path cover imageScenario

Optimizing Model Performance: Baseline Selection and Tuning

retail-and-cpg
approach
data-wrangling
ml-modelling
databricks
azure
python
02h 30m
Content-Poster-(17).png Skill path cover imageScenario

Streamlining Experiment Tracking: Messy Logs

retail-and-cpg
approach
databricks
python
azure
mlflow
01h
Content-Poster-(17).png Skill path cover imageScenario

CI/CD Pipeline Troubleshooting

retail-and-cpg
approach
programming
model-retraining
databricks
python
azure
02h 30m
Content-Poster-(17).png Skill path cover imageScenario

Troubleshooting REST API Deployment Failures

retail-and-cpg
approach
databricks
azure
mlflow
model-deployment
python
02h
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