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An Intuitive Guide to MCMC (Part I): The Metropolis-Hastings Algorithm

Bayesian statistics you’ve likely encountered MCMC. While the remaining of the world is fixated on the newest LLM hype, Markov Chain Monte Carlo stays the quiet workhorse of high-end quantitative finance and risk...

AWS vs. Azure: A Deep Dive into Model Training – Part 2

In Part 1 of this series, how Azure and AWS take fundamentally different approaches to machine learning project management and data storage. Azure ML uses a workspace-centric structure with user-level role-based access control (RBAC),...

Federated Learning, Part 2: Implementation with the Flower Framework 🌼

within the federated learning series I'm doing, and should you just landed here, I might recommend going through the primary part where we discussed how federated learning works at a high level. For...

Ray: Distributed Computing For All, Part 2

instalment in my two-part series on the Ray library, a Python framework created by AnyScale for distributed and parallel computing. Part 1 covered the way to parallelise CPU-intensive Python jobs in your local...

Azure ML vs. AWS SageMaker: A Deep Dive into Model Training — Part 1

(AWS) are the world’s two largest cloud computing platforms, providing database, network, and compute resources at global scale. Together, they hold about 50% of the worldwide enterprise cloud infrastructure services market—AWS at 30%...

Federated Learning, Part 1: The Basics of Training Models Where the Data Lives

I the concept of federated learning (FL) through a comic by Google in 2019. It was a superb piece and did a fantastic job at explaining how products can improve without sending user...

Feature Detection, Part 3: Harris Corner Detection

Feature detection is a website of computer vision that focuses on using tools to detect regions of interest in images. A big aspect of most feature detection algorithms is that they don't employ machine...

EDA in Public (Part 3): RFM Evaluation for Customer Segmentation in Pandas

! In case you’ve been following along, we’ve come a good distance. In Part 1, we did the “dirty work” of cleansing and prepping. In Part 2, we zoomed out to a high-altitude view of...

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