Learning

The Reinforcement Learning Handbook: A Guide to Foundational Questions

the basic concepts you'll want to know to know Reinforcement Learning! We'll progress from absolutely the basics of “” to more advanced topics, including agent exploration, values and policies, and distinguish between popular training...

Deep Reinforcement Learning: 0 to 100

the way you’d teach a robot to land a drone without programming each move? That’s exactly what I got down to explore. I spent weeks constructing a game where a virtual drone has...

Machine Learning Meets Panel Data: What Practitioners Must Know

Authors: Augusto Cerqua, Marco Letta, Gabriele Pinto learning (ML) has gained a central role in economics, the social sciences, and business decision-making. In the general public sector, ML is increasingly used for so-called prediction policy...

Learning Triton One Kernel at a Time: Matrix Multiplication

multiplication is undoubtedly probably the most common operation performed by GPUs. It's the elemental constructing block of linear algebra and shows up across a large spectrum of various fields equivalent to graphics, physics...

Preparing Video Data for Deep Learning: Introducing Vid Prepper

to preparing videos for machine learning/deep learning. As a consequence of the scale and computational cost of video data, it's vital that it's processed in as efficient a way possible to your use...

Learning Triton One Kernel At a Time: Vector Addition

, slightly optimisation goes a great distance. Models like GPT4 cost greater than $100 tens of millions to coach, which makes a 1% efficiency gain price. A robust strategy to optimise the efficiency of...

A Focused Approach to Learning SQL

Data is all over the place, but how do you draw insights from it? Often, structured data is stored in , meaning collections of related tables of knowledge. For example, an organization might store...

Fighting Back Against Attacks in Federated Learning 

Federated Learning (FL) is we train AI models. As an alternative of sending all of your sensitive data to a central location, FL keeps the information where it's, and only shares model updates....

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