Global Academic Alliance

🏛️ DSTC — A Forum of Quantum Science and Technology Private Limited | DPIIT / Startup India Registered
Open ⏱️ 45 Minutes 💎 ADVANCED MASTERCLASS (₹99)

AI in Energy Demand & Load Forecasting: DeepAR & Temporal Transformers

Master advanced time-series AI for electricity demand forecasting using DeepAR, N-BEATS, and Temporal Fusion Transformers (TFT).

📅 04 Sep 2026 | ⏰ 7:00 PM IST IST

About This Webinar

Accurate load forecasting is critical for grid stability and energy spot market bidding. This advanced technical masterclass dives into modern deep learning architectures for time-series forecasting, stepping beyond traditional ARIMA and GARCH models.

The session focuses on Temporal Fusion Transformers (TFT) and Amazon’s DeepAR algorithm, demonstrating multi-horizon probabilistic load forecasting with weather, holiday, and price covariates.

🛠️ Tools, Frameworks & Code Covered

Participants will get hands-on exposure to key industry standard toolkits during the session:

Python 3.11 PyTorch Forecasting Darts Ray Tune TensorBoard

📌 Detailed Session Breakdown

  • Limits of Classical Time-Series Models (ARIMA/SARIMAX) in Smart Grids
  • DeepAR: Probabilistic Autoregressive Recurrent Networks
  • Temporal Fusion Transformers (TFT): Interpretable Multi-Horizon Forecasting
  • Encoding Exogenous Covariates: Weather, Temperature & Industrial Schedules
  • Hyperparameter Optimization with Ray Tune & Model Evaluation (MAPE/WAPE)
🎯 Prerequisites

Familiarity with time-series analysis and PyTorch.

👥 Target Audience

Data scientists in power utilities, quantitative energy traders, energy analytics researchers.

🎁 What You Will Get

  • Production-ready Temporal Fusion Transformer PyTorch Pipeline
  • Masterclass e-Certificate with QR Verification
  • National Grid Load Forecasting Dataset (Hourly CSVs)
  • One-on-One Technical Query Support during Live Q&A
📜
Verifiable
OFFICIAL CERTIFICATION

Digital e-Certificate of Participation

Every registered attendee receives an official, tamper-proof digital certificate issued by the Deep Science & Technology Consortium (DSTC). Includes a unique QR code and SHA-256 hash for instant verification on employer or university registries.

✓ Govt. MCA & MSME Recognized ✓ Lifetime Verification URL

Frequently Asked Questions

Immediately upon completing registration, your confirmation email will be dispatched. The official Zoom/Meet joining link and passcode will be sent 24 hours prior to the live session start time.

Yes! All registered scholars receive access to the GitHub/Colab code repository demonstration files used during the webinar, along with the post-event session recording.

Basic level webinars are 100% Free as part of DSTC's academic outreach mandate. Advanced technical masterclasses are priced at ₹99 (+18% GST).

Speaker Profile

D

Dr. Meera Krishnan

NTPC Energy Technology

NTPC Energy Technology

Other Webinars

💸 Masterclass Checkout

Base Fee ₹99
GST (18%) ₹0
Total Amount ₹99