Learning Hub

Energy markets, battery optimization & data platform architecture — structured learning tracks.

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Python · LP/MIP · HiGHS

Battery Optimizer

Build an optimizer that dispatches a real battery asset across day-ahead, intraday and ancillary service markets. From LP formulation to production bids.

9 lessons (EN + DE)
  1. 01 Three Parts of Optimization DE
  2. 02 Python Implementation DE
  3. 03 Real Battery Constraints DE
  4. 04 Day-Ahead Bidding DE
  5. 05 Intraday Trading DE
  6. 06 Ancillary Services DE
  7. 07 Uncertainty & Stochastic DE
  8. 08 Putting It All Together DE
  9. 09 Real-Time Streaming Restrictions DE
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Databricks · Delta Lake · MLflow

Databricks for Weather-to-Power

Architect a Databricks platform that ingests weather forecasts, maps them to generation assets, and produces renewable energy predictions via a medallion pipeline.

12 lessons (EN + DE)
  1. 01 Lakehouse — Weather to Power DE
  2. 02 Asset Hierarchy & Time Series DE
  3. 03 Weather Ingestion Pipeline DE
  4. 04 Bronze → Silver Transformation DE
  5. 05 Unity Catalog Governance DE
  6. 06 Feature Engineering DE
  7. 07 ML Pipeline & MLflow DE
  8. 08 Gold Layer & Serving DE
  9. 09 Workflows & Orchestration DE
  10. 10 Cost, Performance & Ops DE
  11. 11 Real-Time Forecasting DE
  12. 12 Databricks for 5-Min SCADA? DE
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NQ Futures · ORB · Order Flow

NAS100 Opening Range Breakout

15-minute ORB strategy for NQ futures during the NY session — multi-index confirmation (ES, YM), MikeTrades shelf methodology, and order flow reading from the DOM.

4 lessons
  1. 01 ORB 15-Min Core Strategy
  2. 02 Multi-Index Confirmation (NQ/ES/YM)
  3. 03 MikeTrades Shelves & S/R
  4. 04 Order Flow & the Order Book
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Markets · Trading · Regulation

Energy Markets & Trading

Structured deep-dive into energy market products, trading mechanisms and optimization strategies — from spot auctions and forward curves to emissions, PPAs and flexibility.

12 lessons (EN + DE)
  1. 01 Energy Product Taxonomy DE
  2. 02 Day-Ahead Auction Design DE
  3. 03 Intraday Continuous Trading DE
  4. 04 Balancing & Ancillary Services DE
  5. 05 Forward Curves & Term Structure DE
  6. 06 Gas Market Structure DE
  7. 07 Cross-Commodity Spreads DE
  8. 08 Emissions Trading DE
  9. 09 Renewables & PPAs DE
  10. 10 Storage & Flexibility Optimization DE
  11. 11 Capacity Mechanisms DE
  12. 12 Congestion Mgmt & Redispatch DE
  13. 📖 Glossary DE
Learning Hub - 4 tracks · 37 lessons · Impressum