Operators, product owners, and people affected by the sequence models decision.
Deep learning · weeks 14
Sequence ML: RNNs, GRUs & LSTMs
Long support conversations must be routed while preserving temporal context.
Opening production brief
A measurable problem, before a model.
event time, padding/masks, hidden state, BPTT with version, owner, event time, and availability contracts.
Long support conversations must be routed while preserving temporal context. Every solution must state latency, cost, capacity, and fallback limits.
Offline evidence plus a deployable resolution: A masked sequence model with BPTT, recurrent gates, and attention precursors.
Frame and baseline
Turn the production problem into explicit data, metric, and baseline contracts.
- 01↗
Sequences are not IID
Use sequences are not iid to move the sequence models production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab - 02↗
Recurrent state and BPTT
Use recurrent state and bptt to move the sequence models production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab
Build and stress
Formalize the machinery, test counterexamples, and expose system limits.
- 03↗
Gates that remember: LSTM and GRU
Use gates that remember: lstm and gru to move the sequence models production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab - 04↗
Many-to-one and many-to-many training
Use many-to-one and many-to-many training to move the sequence models production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab
Resolve and operate
Join model behavior to architecture, observability, rollout, and rollback.
- 05↗
Stateful streaming inference without future leakage
Use stateful streaming inference without future leakage to move the sequence models production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab - HW↗
Causal stateful risk model
Specify an LSTM with temporal splits, masking, BPTT diagnostics, and replay/online state parity.
Rubric · staged hints · reference resolution
Prerequisite guidance
1 concepts make this faster.
Prerequisites are guidance, never hard gates.