Alejandro Saucedo – Medium

Alejandro Saucedo

Alejandro Saucedo
in
Towards Data Science

Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance

A practical deep dive on production monitoring architectures for machine learning at scale using real-time metrics, outlier detectors…

22 min readDec 13, 2020

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Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance

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Alejandro Saucedo
in
Towards Data Science

Beyond CUDA: GPU Accelerated Python for Machine Learning on Cross-Vendor Graphics Cards Made Simple

A practical deep dive into GPU Accelerated Python ML in cross-vendor graphics cards (AMD, Qualcomm, NVIDIA & friends) using Vulkan Kompute

18 min readNov 13, 2020

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Beyond CUDA: GPU Accelerated Python for Machine Learning on Cross-Vendor Graphics Cards Made Simple

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Alejandro Saucedo
in
Towards Data Science

Parallelizing GPU-intensive Workloads via Multi-Queue Operations

Achieving 2x+ speed improvements on large GPU-intensive workloads by leveraging multi-queue operation parallelism using Vulkan and Kompute

10 min readOct 18, 2020

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Parallelizing GPU-intensive Workloads via Multi-Queue Operations

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Alejandro Saucedo
in
Towards Data Science

Supercharging your Mobile Apps: GPU Accelerated Machine Learning using Android NDK & Vulkan Kompute

A hands on tutorial that teaches you to build a GPU accelerated mobile application for ML use-cases using the Android NDK and Vulkan…

14 min readOct 13, 2020

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Supercharging your Mobile Apps: GPU Accelerated Machine Learning using Android NDK & Vulkan Kompute

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Alejandro Saucedo
in
Towards Data Science

Real Time Machine Learning at Scale using SpaCy, Kafka & Seldon Core

A hands on tutorial to train a machine learning model using the Reddit comment moderation dataset, and deploy it in a scalable…

7 min readOct 5, 2020

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Real Time Machine Learning at Scale using SpaCy, Kafka & Seldon Core

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Alejandro Saucedo
in
Towards Data Science

Supercharging Game Development with GPU Accelerated Machine Learning

A hands on tutorial that covers how to write GPU optimized machine learning algorithms using the Godot Game Engine and Vulkan Kompute

12 min readSep 27, 2020

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Supercharging Game Development with GPU Accelerated Machine Learning

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Alejandro Saucedo
in
Towards Data Science

Beyond CUDA: GPU Accelerated C++ for Machine Learning on Cross-Vendor Graphics Cards Made Simple

A hands on introduction into GPU computing with practical machine learning examples using the Kompute & Vulkan Frameworks

19 min readSep 12, 2020

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Beyond CUDA: GPU Accelerated C++ for Machine Learning on Cross-Vendor Graphics Cards Made Simple

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Alejandro Saucedo

Hard work, honesty & strong relationships: Reflecting back on my time at Bloomberg

I really admire the ethos of Mike Bloomberg — hard work, honesty and strong relationships are certainly critical for success!

2 min readMar 10, 2017

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Hard work, honesty & strong relationships: Reflecting back on my time at Bloomberg

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Alejandro Saucedo

The key for a successful relationship: Aligned values

Aligned values are one the most important things in any relationship.

3 min readDec 1, 2016

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The key for a successful relationship: Aligned values

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Alejandro Saucedo

Staying true to ourselves in business and life — Vision, motivations & values

Below is the overview of my personal vision, motivations and values — or namely the ethos to my personal & professional life.

2 min readDec 1, 2016

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Staying true to ourselves in business and life — Vision, motivations & values

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Alejandro Saucedo

Alejandro Saucedo

Chief Scientist @ The Institute for Ethical AI & Machine learning | Engineering Director @ Seldon | Member at Large @ ACM | Building the future of production ML

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