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HomeLearning PathsData Scientist
Intermediate• 14 Weeks (10-12 hrs/wk)

Data Scientist

Turn complex data into predictive intelligence with statistical modeling and deep analysis.

Continue Path
6 Courses
Structured Curricula
5 Projects
Production Capstones
15 Challenges
Coding Katas
Certificate
Accredited Credential

Active Progress Tracking

1 of 6 Stages Completed (17%)
WHERE AM I?
Stage 2: Statistical Foundations & ProbabilityIn Progress

Hypothesis testing, distributions, Bayes theorem

WHAT COMES NEXT?
Stage 3: Exploratory Data AnalysisNext Up

Data cleaning, feature transformation, visualization

Roadmap Progression

Follow this linear, step-by-step engineering roadmap to complete the track.

Step 1Advanced Python & Numerical ComputingCompleted

NumPy vectorization, Pandas dataframes, indexing

Review
Step 2Statistical Foundations & ProbabilityActive

Hypothesis testing, distributions, Bayes theorem

Continue
Step 3Exploratory Data Analysis

Data cleaning, feature transformation, visualization

Explore
Step 4Applied Machine Learning

Classification, regression, ensemble methods, XGBoost

Explore
Step 5Feature Engineering & Pipelines

Automated pipelines, feature stores, model drift

Explore
PR
Step 6Real-World Capstones

Churn prediction, financial anomaly detection

Explore
Target Career Outcome
Data Scientist, Quantitative Analyst, BI Engineer
Credential: ASCI Certified Data Scientist
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