Month: March 2023

Training large language models on Amazon SageMaker: Best practices

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Language models are statistical methods predicting the succession of tokens in sequences, using natural text. Large language models (LLMs) are neural network-based language models with hundreds of millions (BERT) to over a trillion parameters (MiCS), and whose size makes single-GPU training impractical. LLMs’ generative abilities make them popular for text synthesis, summarization, machine translation, and … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

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Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more

Simpler Math Predicts How Close Ecosystems Are to Collapse

by

Fuzzy bumblebees, like tiny orange sheep, flit between the lilies that blanket the understory of an Argentinian forest, fertilizing the flowers and getting nourishment for themselves. In an ancient hay meadow in England, dance flies — looking more like bulky mosquitoes than ballerinas — hunt for blossoms with pollen, ignoring the nectar-rich flowers nearby. On … Read more