--- id: "/tags/sequence-models/" title: "Sequence Models" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/tags/sequence-models/" level: null level_max: null category: null subcategory: null region: null license: null license_scope: null access: null models: null source_date: null date_added: null resource_kind: null verification_basis: null access_evidence: null domain_top: null domain_sub: null last_verified: null --- # Sequence Models [Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md) 16 resources · page 1 of 1 - ### [FunASR](/foundations/llm-fundamentals/funasr/index.md) Creator not supplied; see original source. ModelScope FunASR GitHub repo: speech recognition toolkit for training, inference and streaming ASR. Not applicable (entity) · unknown · unknown resource · zh - ### [AssemblyAI engineering blog](/foundations/llm-fundamentals/assemblyai-engineering-blog/index.md) Creator not supplied; see original source. AssemblyAI blog with guides, model launches and voice-agent builds for speech AI. Intermediate · unknown · unknown resource · en - ### [Karpathy: Unreasonable Effectiveness of RNNs](/foundations/llm-fundamentals/karpathy-unreasonable-effectiveness-of-rnns/index.md) Creator not supplied; see original source. Andrej Karpathy's 2015 essay The Unreasonable Effectiveness of Recurrent Neural Networks, with char-RNN examples. Intermediate · unknown · unknown resource · und - ### [Recurrent Neural Networks and LSTM (Jürgen Schmidhuber)](/foundations/llm-fundamentals/lstm/index.md) Creator not supplied; see original source. Jürgen Schmidhuber's IDSIA page on recurrent neural networks and LSTM, with history and references. Intermediate · unknown · unknown resource · und - ### [Soniox Docs: Models](/foundations/llm-fundamentals/soniox-speech-model-registry-and-lifecycle-notes/index.md) Creator not supplied; see original source. Soniox models page listing speech-to-text model versions, changelog and deprecations. Intermediate · unknown · unknown resource · en - ### [Speechmatics technical articles](/foundations/llm-fundamentals/speechmatics-technical-articles/index.md) Creator not supplied; see original source. Speechmatics articles on speech recognition technology, product news and AI research. Intermediate · unknown · unknown resource · en - ### [Zoom Scribe API documentation](/foundations/llm-fundamentals/zoom-scribe-speech-to-text-api-documentation/index.md) Creator not supplied; see original source. Zoom Scribe API documentation: transcription service for many media formats, with modes and authentication details. Intermediate · unknown · unknown resource · en - ### [ESPnet](/foundations/llm-fundamentals/espnet/index.md) Creator not supplied; see original source. ESPnet documentation: end-to-end speech processing toolkit with recipes for recognition, synthesis and translation. Advanced · unknown · unknown resource · en - ### [GRU](/foundations/llm-fundamentals/gru/index.md) Creator not supplied; see original source. arXiv paper (2014) introducing the RNN encoder–decoder with gated recurrent units (GRU) for machine translation. Advanced–Expert · unknown · unknown resource · en - ### [GRU empirical evaluation](/foundations/llm-fundamentals/gru-empirical-evaluation/index.md) Creator not supplied; see original source. arXiv paper (2014) empirically comparing gated recurrent units (GRU) and LSTM on sequence modelling. Advanced–Expert · unknown · unknown resource · en - ### [Montreal Forced Aligner](/foundations/llm-fundamentals/montreal-forced-aligner/index.md) Creator not supplied; see original source. Montreal Forced Aligner documentation: tool for aligning speech audio with transcripts and training pronunciation models. Advanced · unknown · unknown resource · en - ### [RWKV](/foundations/llm-fundamentals/rwkv/index.md) Creator not supplied; see original source. arXiv paper (2023) introducing RWKV, a recurrent architecture trained in parallel like a transformer. Advanced–Expert · unknown · unknown resource · en - ### [Efficiently Modeling Long Sequences with Structured State Spaces (S4)](/foundations/llm-fundamentals/s4-structured-state-spaces/index.md) Creator not supplied; see original source. arXiv paper (2021) "Efficiently Modeling Long Sequences with Structured State Spaces", introducing S4, structured state space models for long sequences. Advanced–Expert · unknown · unknown resource · en - ### [WaveNet](/foundations/llm-fundamentals/wavenet/index.md) Creator not supplied; see original source. arXiv paper (2016) "WaveNet: A Generative Model for Raw Audio", introducing WaveNet, an autoregressive generative model of raw audio. Advanced–Expert · unknown · unknown resource · en - ### [xLSTM (NXAI, Linz)](/foundations/llm-fundamentals/xlstm-nxai-linz/index.md) Creator not supplied; see original source. arXiv paper (2024) introducing xLSTM, extended long short-term memory with exponential gating and matrix memory. Advanced–Expert · unknown · unknown resource · en - ### [Mamba](/foundations/llm-fundamentals/mamba/index.md) Creator not supplied; see original source. arXiv paper (2023) introducing Mamba, linear-time sequence modelling with selective state spaces. Expert · unknown · unknown resource · en [Plain-text Markdown copy](/tags/sequence-models/index.md)