subject · Data Scientist
Machine Learning
Machine Learning for Data Scientist on CareerPlane — 6 practical, sandbox-driven topics. Pick a topic to open its interactive lesson.
6 / topics
in the subject
6 / pages
topic pages
L1–L2 / priority
core fundamentals
Topics in Machine Learning
TOPIC · 01
Regression Analysis — Linear & Logistic Regression
TOPIC · 02
Classification Algorithms & Model Evaluation Metrics
TOPIC · 03
Feature Engineering & Selection Techniques
TOPIC · 04
Clustering & Unsupervised Learning (K-Means / DBSCAN / Hierarchical)
TOPIC · 05
XGBoost & Gradient Boosting (Ensemble Methods)
TOPIC · 06
Model Explainability — SHAP & LIME for Interpretable AI
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