Predictive Modelling

Forecasting Neural Models
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@TensorFlow medium engagement X post

Posted a thread with tutorials and notebooks on building probabilistic forecasting models with TensorFlow Probability for uncertainty-aware predictions.

#Learning resources and tutorials

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@jeremyphoward medium engagement X post

Shared a fast.ai case study on using neural nets for retail demand forecasting that reduced inventory costs by 18% in a real deployment.

#Real-world forecasting applications
Toddlers AI-generated script

"Hey friends, picture a magic brain that guesses how many toy blocks everyone wants to play! It stops too many toys piling up and saves playtime fun, just like smart stores do!"

Image Prompt

cute cartoon style, bright primary colors, adorable toddler with oversized colorful toy blocks and friendly smiling robot helper, playful store shelves in background, whimsical and joyful mood, vertical 9:16, toddler-friendly, no text

@karpathy high engagement X post

Explained how transformer-based models outperform LSTMs for long-horizon time series forecasting by capturing global dependencies in sequential data.

#Neural architectures for time series

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