~/talks

Julien Simon

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titleconferencedate
Deploy Your Open-Source Language ModelAWS Summit Paris 20242024-04-03
Shows how to deploy open-source generative language models using Amazon SageMaker or Amazon EKS, covering the deployment technologies and cloud infrastructure…
Talk in French on
Reinventing Machine Learning with Transformers and Hugging FacePyCon SE 20222022-11-03
Hugging Face demonstrates building and deploying Transformer-based apps using the Transformers library, the Hub, AutoTrain and Diffusers: the Hub hosts 83,000…
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Machine Learning 2.0 With Hugging FacePyData London 20222022-06-17
A concrete workflow shows up: DistilBERT fine-tuned on 100k Amazon shoe reviews (20k per star), trained for a quick epoch on GPU, pushed to the Hugging Face…
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PremiereConf42 Machine Learning 20222022-05-19
Conference opens with the claim that machine learning won’t put anyone out of a job but will change how work gets done and then moves into concrete tools and…
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Machine Learning 2.0 with Hugging FaceConf42 Machine Learning 20222022-05-19
Hugging Face claims practical transfer learning: a hub with about 2,900 datasets and over 29,000 pre‑trained models in 160+ languages that sees roughly 1…
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Start your AI/ML Projects RightDevelopers Summit 20212021-02-18
Practical checklist for launching ML projects: frame a quantifiable business goal (for example reduce churn by 5%), measure a baseline, and iterate fast rather…
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Getting started with Machine Learning on AWS.Devoxx Ukraine 20202020-11-05
Walks through the AWS ML stack with live console and SDK demos: Amazon Rekognition (face, celebrity, text, moderation, PPE detection), Amazon Polly with SSML…
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Automatically Build Models With Amazon SagemakerAWS Summit Online EMEA 20202020-09-01
Shows how Amazon SageMaker Autopilot ingests a CSV (Direct Marketing Dataset ~41,000 rows, 20 features, label 'Y'), splits 95/5, and automatically generates 10…
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Scaling ML from 0 to millions of usersHighload fwdays'192019-10-05
Compares three concrete deployment paths: single VM with deep learning AMI for quick notebooks, container clusters on ECS/EKS with CPU and GPU nodegroups…
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Machine Learning and AI in Java on AWSJavaDay Ukraine 20172017-11-04
Overview of concrete demos and results: Polly: 50 voices, 24 languages generates real-time SSML speech with one API call; Rekognition: detects up to 15 faces…
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Advanced container scheduling on Amazon ECS with BloxParis Container Day 20172017-06-13
Describes Blox extensions to Amazon ECS that add a placement engine (filters on AMI, instance type, availability zone and policies such as spread, binpack…
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Deploying and Scaling Docker ClustersParis Container Day 20162016-07-12
Describes deploying and scaling Docker clusters using AWS technologies. Covers practical approaches for setting up container clusters, managing scale, and…
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