/Practical-Machine-Learning

Practical machine learning notebook & articles covers the machine learning end to end life cycle.

Primary LanguageJupyter Notebook

Practical Machine Learning

Practical machine learning notebook & articles cover the machine learning life cycle.

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Overview of Machine Learning Project Life Cycle

Setting Performance Baseline & Success Metrics

Data Collection

Data Preprocessing & Feature Engineering

Modeling

Supervised Machine Learning Modeling

Unsupervised Machine Learning Modeling

Deep Learning Modeling

Model Evaluation

Why Should You Not Completely Trust In Test Accuracy?

Machine Learning Explainability

MLOps & Model Deployment