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[FIX] Img links (#558)
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elephaint authored Dec 6, 2024
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2 changes: 1 addition & 1 deletion nbs/docs/getting-started/1_introduction.ipynb
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"\n",
"Self-attention, the revolutionary concept introduced by the paper [Attention is all you need](https://arxiv.org/abs/1706.03762), is the basis of this foundation model. TimeGPT model is not based on any existing large language model(LLM). Instead, it is independently trained on a vast amount of time series data, and the large transformer model is designed to minimize the forecasting error.\n",
"\n",
"<img src=\"../../img/timegpt_archi.png\" />\n",
"<img src=\"https://github.com/Nixtla/nixtla/blob/main/nbs/img/timegpt_archi.png?raw=true\" />\n",
"\n",
"The architecture consists of an encoder-decoder structure with multiple layers, each with residual connections and layer normalization. Finally, a linear layer maps the decoder’s output to the forecasting window dimension. The general intuition is that attention-based mechanisms are able to capture the diversity of past events and correctly extrapolate potential future distributions."
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2 changes: 1 addition & 1 deletion nbs/docs/getting-started/7_why_timegpt.ipynb
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"#### Benchmark Results\n",
"For a more comprehensive dive into model accuracy and performance, explore our [Time Series Model Arena](https://github.com/Nixtla/nixtla/tree/main/experiments/foundation-time-series-arena)! TimeGPT continues to lead the pack with exceptional performance across benchmarks! 🌟\n",
"\n",
"<img src=\"../../assets/timeseries_model_arena.png\" />"
"<img src=\"https://github.com/Nixtla/nixtla/blob/main/nbs/img/timeseries_model_arena.png?raw=true\" alt=\"Benchmark\" />"
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{
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