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on 13-Oct-2025 (Mon)

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Flashcard 7750777179404

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#abm #agent-based #machine-learning #model #priority
Question

Universal Framework for Agent based Models - 4 phases

(1) Initialization (2) Experience(3) [...](4) Application

Answer
Training

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Universal Framework for Agent based Models - 4 phases (1) Initialization (2) Experience(3) Training(4) Application

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Flashcard 7758281313548

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#abm #agent-based #machine-learning #model #priority #synergistic-integration
Question
Semisupervised learning - an approach that combines a [...] of labeled data with a large amount of unlabeled data during training
Answer
small amount

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Semisupervised learning - an approach that combines a small amount of labeled data with a large amount of unlabeled data during training

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#deep-learning #keras #lstm #python #sequence

There are three gates in LSTM:
Forget Gate:
Decides what information to discard from the cell.

Input Gate:
Decides which values from the input to update the memory state.

Output Gate:
Decides what to output based on input and the memory of the cell.

The forget gate and input gate are used in the updating of the internal state. The output gate is a final limiter on what the cell actually outputs.

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1.4.2 LSTM Gates The key to the memory cell are the gates. These too are weighted functions that further govern the information flow in the cell. There are three gates: Forget Gate: Decides what information to discard from the cell. Input Gate: Decides which values from the input to update the memory state. Output Gate: Decides what to output based on input and the memory of the cell. The forget gate and input gate are used in the updating of the internal state. The output gate is a final limiter on what the cell actually outputs. It is these gates and the consistent data flow called the constant error carrousel or CEC that keep each cell stable (neither exploding or vanishing). Each memory cell’s internal archit

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#ML-engineering #ML_in_Action #learning #machine #software-engineering
By focusing on what will be built and why it needs to be built, both the DS team and the business are able to guide the discussion more fruitfully. Eschewing a conversation focused on how it will be built keeps the DS members of the group focused on the problem. Ignoring when it will be built by helps the business keep its focus aligned on the needs of the project.
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By focusing on what will be built and why it needs to be built, both the DS team and the business are able to guide the discussion more fruitfully. Eschewing a conversation focused on how it will be built keeps the DS members of the group focused on the problem. Ignoring when it will be built by helps the business keep its focus aligned on the needs of the project. Avoiding discussing implementation details at this (very early, initial) stage of the project is not merely critical for the team to focus on the problem. Keeping the esoteric details o

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