Data Engineering & Big Data
dbt Core for ELT
Models, tests and docs.
dbt Core
Data Engineering & Big Data
Prefect Orchestration
Python‑native workflows.
Prefect
Data Engineering & Big Data
Data Lakes: Delta & Iceberg
ACID tables and time travel.
Delta LakeIcebergParquetORC
Data Engineering & Big Data
Data Quality & Lineage
Great Expectations + OpenLineage.
Great ExpectationsOpenLineage
Data Engineering & Big Data
Airbyte & Ingestion Patterns
EL(T) from SaaS and DB sources.
Airbyte
Data Science, ML & AI
Python for Data Science
NumPy, Pandas and viz basics.
PythonNumPyPandas
Data Science, ML & AI
ML with scikit‑learn
Feature engineering and validation.
scikit-learnXGBoostLightGBM
Data Science, ML & AI
Deep Learning with TF & PyTorch
CNNs, RNNs and Transformers.
TensorFlowKerasPyTorch
Data Science, ML & AI
MLOps: Tracking & Serving
MLflow, Kubeflow, SageMaker, Azure ML.
MLflowKubeflowSageMakerAzure ML
Data Science, ML & AI
Batch vs Realtime Inference
Feature store patterns and trade‑offs.
Feature StoresRealtimeBatch
Analytics & BI
Power BI: Desktop to Service
Modeling, DAX and governance.
Power BI DesktopPower BI ServiceDAXPower Query
Analytics & BI
Tableau Analyst
Dashboards with best practices.
Tableau
Analytics & BI
Looker Studio Basics
Connectors, blending and sharing.
Looker Studio
Analytics & BI
Snowflake for Analytics
Secure data sharing and warehouses.
Snowflake
Analytics & BI
BigQuery for Analysts
Efficient SQL and cost control.
BigQuery
Analytics & BI
Amazon Redshift Essentials
Clusters, Spectrum and WLM.
Redshift