Machine Learning Flashcards
Chris AlbonShort visual explanations of artificial intelligence concepts, code, and methods delivered to your inbox.
| Platform |  | Pricing | Only free issues | Publishes | Weekly |
|---|---|---|---|---|---|
| Issues | 15 | Subscribers | Read | machinelearning.cards |
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Latest Issues
Recent posts by this newsletter. Browse the email archive.
Bias-Variance Tradeoff
The bias-variance tradeoff represents the balance between a model's simplicity (bias) and its sensitivity to fluctuations in the training data (variance). Striking the right balance minimizes the total error and achieves the best performanc...
Stochastic Gradient Descent With Momentum
Stochastic gradient descent with momentum uses an exponentially weighted average of past gradients to update the momentum term and the model's parameters at each iteration. It helps the optimizer maintain a more stable direction and speed u...
RMSprop
RMSprop optimizer adjusts the learning rates of each parameter based on the root mean square of the past gradients. It uses a moving average of the squared gradients to normalize the gradient updates and prevent oscillations in optimization...
Authors
The writers behind this newsletter.
Present: Director of Machine Learning. Past: Three times Director of Data Science
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