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HYPERPARAMETER Architect’s knobs controlling training’s fate ACTIVATION Nonlinear spark igniting layers of neurons PRUNING Selective trimming to reduce neural excess REGULARIZATION Counterforce against the temptation to overfit DROPOUT Random silence in neuron symposium BACKPROPAGATION Chain rule's hidden path to neural enlightenment CONVOLUTION Filter’s dance over pixelated matrices GRADIENT Slope that guides iterative optimization AUTOREGRESSIVE Forecasting’s reflective sequence model AUTOENCODER Compressionist cipher for reconstructive insight CROSSVALIDATION Folded trials ensuring ruthless model honesty ENSEMBLE A crowd’s wisdom in model consensus STOCHASTIC Randomness infused in gradient descent’s heart MANIFOLD Hidden geometry of dimensionality’s veil LATENTSPACE Cryptic room where features quietly reside PERCEPTRON Early neuron’s vote in binary decision RECURRENT Echoes in sequence, memory’s algorithmic loop EMBEDDINGS Vectorial whispers encoding semantic essence TRANSFER Knowledge migration from past to novel tasks OPTIMIZER Conductor of parameters in loss minimization
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Cryptic Constructs in Learning Algorithms
Challenging puzzle for experienced crossword solvers
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Across
1.
Folded trials ensuring ruthless model honesty
2.
Conductor of parameters in loss minimization
4.
Knowledge migration from past to novel tasks
7.
Counterforce against the temptation to overfit
12.
Nonlinear spark igniting layers of neurons
13.
Slope that guides iterative optimization
15.
Early neuron’s vote in binary decision
16.
Vectorial whispers encoding semantic essence
Down
3.
Chain rule's hidden path to neural enlightenment
5.
Selective trimming to reduce neural excess
6.
A crowd’s wisdom in model consensus
8.
Architect’s knobs controlling training’s fate
9.
Forecasting’s reflective sequence model
10.
Compressionist cipher for reconstructive insight
11.
Filter’s dance over pixelated matrices
14.
Cryptic room where features quietly reside
17.
Hidden geometry of dimensionality’s veil
18.
Randomness infused in gradient descent’s heart
19.
Echoes in sequence, memory’s algorithmic loop
20.
Random silence in neuron symposium
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