Free · Curated · Job-Ready

30-Day Learning Paths
for Every Data Career

Hand-picked videos, real hands-on projects, and capstones — structured day-by-day so you go from zero to interview-ready in 30 days.

6Career Paths
180Days of Content
300+Curated Resources
12+Capstone Projects
FreeAlways
🏗️
Data Engineering
Pipelines · Warehouses · Cloud

Build the pipelines that move and transform data at scale. Master Spark, Kafka, Airflow, dbt, and all three major cloud platforms with real lakehouse architecture projects.

SQLPythonApache Spark KafkaAirflowdbt SnowflakeDelta Lake
📹 70+ Videos⏱ 150+ Hours🏆 2 Capstones
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Data Analyst
SQL · BI Tools · Storytelling

Turn raw data into business decisions. Master SQL, Power BI, Tableau, Python analytics, A/B testing, and cohort analysis — the tools that get you hired and trusted.

ExcelSQLPower BI TableauPythonStatistics BigQuerydbt
📹 60+ Videos⏱ 120+ Hours🏆 2 Capstones
🔬
Data Scientist
ML · Statistics · Modeling

Build models that predict and explain. Master Python for data science, statistics, machine learning (scikit-learn, XGBoost), deep learning, and model deployment with MLflow.

PythonStatisticsscikit-learn XGBoostTensorFlowMLflow Feature Eng.Deployment
📹 50+ Videos⏱ 100+ Hours🏆 2 Capstones
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AI / ML Engineer
LLMs · MLOps · Generative AI

Build and ship intelligent systems. Learn PyTorch, transformers, LLMs, RAG pipelines, fine-tuning, LangChain, vector databases, and production MLOps at cloud scale.

PyTorchHuggingFaceLangChain RAGLLMsMLflow DockerSageMaker
📹 60+ Videos⏱ 120+ Hours🏆 3 Capstones
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Data Governance
GDPR · Catalogs · MDM · Quality

Ensure data is trusted, compliant, and self-service. Master DAMA-DMBOK, Unity Catalog, Great Expectations, DataHub, GDPR/CCPA, MDM, and data contracts with real hands-on labs.

DAMA-DMBOKUnity CatalogGDPR Great ExpectationsDataHub MDMData Quality
📹 50+ Videos⏱ 90+ Hours🏆 2 Capstones
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Control Engineer
PLCs · BMS · SCADA · BACnet

Design, program, and commission building and facility management systems. Master PLCs, BMS platforms, HVAC control, industrial protocols, and data center commissioning from the ground up.

PLC ProgrammingBMS/FMS BACnetModbus SCADAHVAC Control
📹 50+ Videos⏱ 100+ Hours🏆 2 Capstones
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