Difference Between a Batch and an Epoch in a Neural Network

4 years ago

Tweet Tweet Share Share Last Updated on August 15, 2022 Stochastic gradient descent is a learning algorithm that has a…

Using Depthwise Separable Convolutions in Tensorflow

4 years ago

Tweet Tweet Share Share Last Updated on August 10, 2022 Looking at all of the very large convolutional neural networks…

Reverse engineering the NTK: towards first-principles architecture design

4 years ago

Deep neural networks have enabled technological wonders ranging from voice recognition to machine transition to protein engineering, but their design…

Why do Policy Gradient Methods work so well in Cooperative MARL? Evidence from Policy Representation

4 years ago

In cooperative multi-agent reinforcement learning (MARL), due to its on-policy nature, policy gradient (PG) methods are typically believed to be…

FIGS: Attaining XGBoost-level performance with the interpretability and speed of CART

4 years ago

FIGS (Fast Interpretable Greedy-tree Sums): A method for building interpretable models by simultaneously growing an ensemble of decision trees in…

The Berkeley Crossword Solver

4 years ago

We recently published the Berkeley Crossword Solver (BCS), the current state of the art for solving American-style crossword puzzles. The…

Rethinking Human-in-the-Loop for Artificial Augmented Intelligence

4 years ago

Figure 1: In real-world applications, we think there exist a human-machine loop where humans and machines are mutually augmenting each…

Best Practices for Building the AI Development Platform in Government

4 years ago

By John P. Desmond, AI Trends Editor  The AI stack defined by Carnegie Mellon University is fundamental to the approach…

Advance Trustworthy AI and ML, and Identify Best Practices for Scaling AI

4 years ago

By John P. Desmond, AI Trends Editor   Advancing trustworthy AI and machine learning to mitigate agency risk is a priority…

Promise and Perils of Using AI for Hiring: Guard Against Data Bias

4 years ago

By AI Trends Staff   While AI in hiring is now widely used for writing job descriptions, screening candidates, and automating interviews,…