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1. What Machine Learning needs from Hardware – Pete Warden's blog

   2019-04-14 Tags: deep learning, inference, training, hardware by klotz
2. What is the Purpose of Statistical Modelling? · Harvard Data Science Review

   2019-07-12 Tags: david_hand, statistics, philosophy_of_science, data, models, inference, machine learning, ai, mental models, explainability, epistemology, data structures, algorithms, knowledge representation by klotz
3. The Causal Inference “do” Operator Fully Explained, with an End-to-End, Example Using Python and DoWhy | by Graham Harrison | Dec, 2022 | Towards Data Science

   2022-12-20 Tags: causal, inference, do operator, python, root cause analysis, towardsdatascience by klotz
4. shawwn/llama: Inference code for LLaMA models

   2023-06-05 Tags: llm, llama, github, inference, python by klotz
5. Running Machine Learning Workloads on Kubernetes with Google AI Platform and TensorFlow Serving

   In this article, we explore how to deploy and manage machine learning models using Google Kubernetes Engine (GKE), Google AI Platform, and TensorFlow Serving. We will cover the steps to create a machine learning model and deploy it on a Kubernetes cluster for inference.

   2024-05-15 Tags: gcp, kubernetes, machine learning, tensorflow sing, deployment, inference, mlops, production engineering by klotz
6. Podman AI Lab

   Podman AI Lab is the easiest way to work with Large Language Models (LLMs) on your local developer workstation. It provides a catalog of recipes, a curated list of open source models, experiment and compare the models, get ahead of the curve and take your development to new heights wth Podman AI Lab!

   2024-05-11 Tags: llm, inference, server, podman by klotz
7. Mastering LLM Techniques: Inference Optimization

   2023-11-18 Tags: llm, inference, performance, optimization, nvidia by klotz
8. LLM Inference Performance Metrics

   2023-10-13 Tags: llm, inference, performance, metrics by klotz
9. llama-2 on cpu inference for document q-and a

   2023-07-22 Tags: llama-2, llm, cpu, inference, document, q-and a, langchain by klotz
10. Intel Throws Down AI Gauntlet With Neural Network Chips

    2019-11-15 Tags: intel, nervana, deep learning, hardware, inference, data center by klotz

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