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AWS Medium Posts

Complete list of Medium blog posts by Julien Simon during his time at Amazon Web Services (2015-2021)

About This Collection

During my time as Global Technical Evangelist for AI & ML at AWS (2018-2024), I authored numerous technical blog posts on Medium covering Amazon SageMaker, machine learning services, tutorials, and AI innovations. These posts include detailed tutorials, deep dives into AWS services, and practical guides for developers.

Total posts: 184 | Years covered: 2016-2021 | Primary focus: Amazon SageMaker, AI/ML tutorials, AWS services, and practical guides

2021

Learn Amazon Sagemaker 2Nd Edition
September 23, 2021
Sagemaker Fridays Season 3 Episode 7 Building Models Automatically With Automl
May 17, 2021
Sagemaker Fridays Season 3 Episode 6 Cost Optimization With Machine Learning
May 04, 2021
In This Video I Show You How To Use Savings Plans For Amazon Sagemaker A New Cost Optimization
April 20, 2021
Sagemaker Fridays Season 3 Episode 5 Nlp At Scale With Hugging Face And Distributed Training
April 17, 2021
Working With Hugging Face Models On Amazon Sagemaker
March 25, 2021
Sagemaker Fridays Season 3 Episode 3 Managing Engineered Features With Sagemaker Feature Store
March 22, 2021
Sagemaker Fridays Season 3 Episode 2 Easy Data Preparation With Sagemaker Data Wrangler
March 07, 2021
Sagemaker Fridays Season 3 Episode 1 The Complete ML Lifecycle
March 01, 2021
Virtual Proctoring With Amazon Rekognition
February 24, 2021

2020

A Map For Machine Learning On Aws December 2020 Edition
December 15, 2020
Introducing Sagemaker Data Parallelism Model Parallelism Aws Re Invent 2020
December 11, 2020
Introducing Amazon Sagemaker Jumpstart Aws Re Invent 2020
December 11, 2020
Data Preparation Aws Glue Data Brew Or Amazon Sagemaker Data Wrangler
December 08, 2020
Introducing Amazon Sagemaker Clarify Aws Re Invent 2020
December 08, 2020
Introducing Model Profiling In Amazon Sagemaker Debugger Aws Re Invent 2020
December 08, 2020
Introducing Amazon Monitron Aws Re Invent 2020
December 04, 2020
Using The Git Workflow In Amazon Sagemaker Pipelines
December 03, 2020
Introducing Amazon Sagemaker Data Wrangler Aws Re Invent 2020
December 02, 2020
Introducing Amazon Sagemaker Feature Store Aws Re Invent 2020
December 02, 2020
Introducing Amazon Sagemaker Pipelines Aws Re Invent 2020
December 02, 2020
Podcast Episode 20 Pre Invent
December 01, 2020
Announcing My Book Learn Amazon Sagemaker
August 17, 2020
Deep Dive On Tensorflow Training With Amazon Sagemaker And Amazon S3
June 22, 2020
Aws AI Machine Learning Podcast Episode 14
March 20, 2020
Running Folding Home On Amazon Ec2 Instances
March 15, 2020
Aws AI Machine Learning Podcast Episode 13
March 12, 2020
Aws AI Machine Learning Podcast Episode 12
March 03, 2020
Train With Amazon Sagemaker On Your Local Machine
February 26, 2020
Aws AI Machine Learning Podcast Episode 11 Xgboost Special
February 26, 2020
Aws AI Machine Learning Podcast Episode 10
February 18, 2020
Deploying Machine Learning Models With Mlflow And Amazon Sagemaker
February 14, 2020
Upcoming Webinar On Amazon Sagemaker
February 12, 2020
Aws AI Machine Learning Podcast Episode 9
February 12, 2020
Aws AI Machine Learning Podcast Episode 8
February 03, 2020
Deep Graph Library Part 2 Training On Amazon Sagemaker
January 28, 2020
Aws AI Machine Learning Podcast Episode 7
January 27, 2020
Aws AI Machine Learning Podcast Episode 6
January 20, 2020
Aws AI Machine Learning Podcast Episode 5
January 14, 2020
Aws AI Machine Learning Podcast Episode 4
January 06, 2020

2019

Aws AI Machine Learning Podcast Episode 3
December 31, 2019
Aws AI Machine Learning Podcast Episode 2
December 31, 2019
Aws AI Machine Learning Podcast
December 24, 2019
A Primer On Graph Neural Networks With Amazon Neptune And The Deep Graph Library
December 22, 2019
A Quick Look At Amazon Textract
December 19, 2019
Annotating Image Datasets With Amazon Sagemaker Ground Truth
December 19, 2019
A First Look At Aws Inferentia
December 14, 2019
Aws Re Invent 2019 AI ML Recap Part 2 Amazon Sagemaker
December 11, 2019
Aws Re Invent 2019 AI ML Recap Part 1 AI Services
December 11, 2019
Aws Re Invent 2019 AI ML Recap Part 3 Frameworks Infrastructure
December 11, 2019
A Map For Machine Learning On Aws December 2019 Edition
December 08, 2019
Making Amazon Sagemaker And Tensorflow Work For You
December 04, 2019
Aws Re Invent 2019 Sund Recap For AI ML
December 02, 2019
Pre Invent 2019 Time To Catch Up
November 26, 2019
Aws Innovate Machine Learning AI Edition 2019
September 16, 2019
A Whirlwind Tour Of Amazon Sagemaker
July 26, 2019
Doctor Alice And Cloud Native Bob My Favorite Machine Learning Users
July 20, 2019
Video What S In The Aws Deepracer Box Really
June 06, 2019
Mastering The Mystical Art Of Model Deployment Part 2 Deploying Amazon Sagemaker Endpoints With
May 20, 2019
Using A Sagemaker Xgboost Model In Scikit Learn
May 11, 2019
Scaling Machine Learning From 0 To Millions Of Users Part 2
February 08, 2019
Scaling Machine Learning From 0 To Millions Of Users Part 1
January 29, 2019
Thoughts On The Beta Alexa Skill Builder Certification
January 28, 2019
Applying Machine Learning To Aws Services
January 10, 2019

2018

Talk An Overview Of Machine Learning Application Services
December 19, 2018
A Map For Machine Learning On Aws
December 14, 2018
Talk From Notebook To Production With Amazon Sagemaker
December 13, 2018
Talk An Introduction To Reinforcement Learning
December 13, 2018
Talk New Machine Learning Services Announced At Aws Re Invent 2018
December 13, 2018
Talk Improving Healthcare With AI
December 08, 2018
Aws Re Invent 2018 Aim401R Deep Learning Applications Using Tensorflow
December 05, 2018
Aws Re Invent 2018 Aim401R2 Deep Learning Applications Using Tensorflow Featuring Advanced
December 02, 2018
Aws Re Invent 2018 My Twitch Sessions
November 30, 2018
Aws Re Invent 2018 Ent321 Amazon Sagemaker Workshop
November 30, 2018
Aws Re Invent Aim302 Machine Learning At The Edge
November 29, 2018
Thoughts On The Beta Machine Learning Certification
November 29, 2018
Aws Re Invent Machine Learning Recap Wednesday
November 28, 2018
Aws Re Invent Machine Learning Recap Monday Tuesday
November 28, 2018
Quick Tip Converting Gluon Models To Symbolic Format
November 27, 2018
Amazon Ec2 C5N And P3Dn More Network Bandwidth For Deep Learning
November 27, 2018
Pre Invent Catching Up On The Latest Machine Learning Announcements
November 24, 2018
Updated Talks On Machine Learning And Deep Learning
October 25, 2018
Sagemaker Is First And Foremost A Sdk That You Can Use Independently
July 29, 2018
Mastering The Mystical Art Of Model Deployment
July 28, 2018
Transcribe Support Wav And Mp4 Files Not Mp3 That S Probably It
July 26, 2018
Amazon Sagemaker Summing Up 6 Months Of Customer Meetings
July 23, 2018
Johnny Pi I Am Your Father Part 8 Reading Translating And More
June 07, 2018
Training With Pytorch On Amazon Sagemaker
June 04, 2018
Webinar Using Apache Spark With Amazon Sagemaker
June 03, 2018
Talk ML At The Edge Aws Summit Benelux
June 03, 2018
Training With Keras Mxnet On Amazon Sagemaker
June 02, 2018
Apache Mxnet As A Backend For Keras 2
June 01, 2018
Gluon Cv Add Image Classification Detection And Segmentation To Your Application In Minutes
June 01, 2018
Talks Language Services And Sagemaker Aws Summit London
May 24, 2018
Talks Rekognition And Sagemaker Aws Summit Stockholm
May 17, 2018
Retraining Sagemaker Models With Chalice And Serverless
May 14, 2018
Talks ML Aws Summit London
May 12, 2018
Apache Spark And Amazon Sagemaker The Infinity Gems Of Analytics
May 08, 2018
Podcast Using Built In Algos With Amazon Sagemaker
May 07, 2018
Talks Aws Dev Days Munich
May 03, 2018
Amazon AI Monthly April 2018
May 02, 2018
A Quick Look At The Swish Activation Function In Apache Mxnet 1 2
May 01, 2018
Using Chalice To Serve Sagemaker Predictions
April 26, 2018
Webinar How Machine Learning On Aws Can Transform Your Education Business
April 06, 2018
Aws Summit San Francisco AI ML Recap
April 06, 2018
Talk Deep Learning At The Edge And Aws Deeplens
April 05, 2018
Webinar Building Your Smart Applications With Amazon AI
April 05, 2018
Talk Speed Up Your Machine Learning Workflows With Built In Algorithms
April 03, 2018
Talk Machine Learning State Of The Union
April 03, 2018
Amazon AI Monthly March 2018
April 02, 2018
Webinar Enabling Deep Learning In Iot Applications With Apache Mxnet
March 24, 2018
Tumbling Down The Sgd Rabbit Hole Part 2
March 17, 2018
Tumbling Down The Sgd Rabbit Hole Part 1
March 14, 2018
Amazon AI Monthly February 2018
March 03, 2018
Yet Another 10 Deep Learning Projects Based On Apache Mxnet
February 25, 2018
Classifying Fashion Mnist With Gluon
February 20, 2018
Deep Learning Videos From Aws Dev Days
February 08, 2018
Gluon Building Blocks For Your Deep Learning Universe
February 05, 2018
Amazon AI Monthly January 2018
February 02, 2018
Predicting World Temperature With Time Series And Deepar On Amazon Sagemaker
February 01, 2018
Building A Movie Recommender With Factorization Machines On Amazon Sagemaker
January 29, 2018
Resurrecting A Bricklens
January 26, 2018
Options For Machine Translation On Aws
January 19, 2018
Image Classification On Amazon Sagemaker
January 16, 2018
10 Steps On The Road To Deep Learning Part 2
January 15, 2018
10 Steps On The Road To Deep Learning Part 1
January 12, 2018
Mixing Spark With Sagemaker
January 11, 2018
Amazon AI Monthly December 2017
January 08, 2018

2017

Amazon AI The Christmas Post
December 23, 2017
Optimizing Apache Mxnet Models For Deeplens On Amazon Sagemaker
December 22, 2017
A Quick Look At Machine Translation With Amazon Translate
December 21, 2017
A Quick Look At Natural Language Processing With Amazon Comprehend
December 20, 2017
Exploring Ahem Aws Deeplens
December 19, 2017
A Quick Look At Automatic Speech Recognition With Amazon Transcribe
December 19, 2017
Building A Spam Classifier Pyspark Mllib Vs Sagemaker Xgboost
December 18, 2017
Amazon Sagemaker
November 30, 2017
Speeding Up Apache Mxnet Part 3 Let S Smash It With C5 And Intel Mkl
November 17, 2017
Generative Adversarial Networks On Apache Mxnet Part 1
November 13, 2017
C5 Instances Fast And Then Some
November 09, 2017
10 More Deep Learning Projects Based On Apache Mxnet
November 07, 2017
Enabling Deep Learning In Iot Applications With Apache Mxnet
November 06, 2017
Johnny Pi I Am Your Father Part 7 Son We Need To Talk
November 01, 2017
Building Fpga Applications On Aws And Yes For Deep Learning Too
October 09, 2017
Johnny Pi I Am Your Father Part 6 Now I M Pushing Your Button Ha
October 05, 2017
Imagenet Part 2 The Road Goes Ever On And On
September 24, 2017
Imagenet Part 1 Going On An Adventure
September 19, 2017
Johnny Pi I Am Your Father Part 5 Adding Mxnet For Local Image Classification
September 17, 2017
Speeding Up Apache Mxnet With The Nnpack Library Raspberry Pi Edition
September 15, 2017
Johnny Pi I Am Your Father Part 4 Adding Cloud Based Vision
September 11, 2017
Keras Shoot Out Part 3 Fine Tuning
September 10, 2017
Speeding Up Apache Mxnet With The Nnpack Library
September 09, 2017
Keras Shoot Out Part 2 A Deeper Look At Memory Usage
September 08, 2017
Getting Started With Deep Learning And Apache Mxnet
September 05, 2017
Johnny Pi I Am Your Father Part 3 Adding Cloud Based Speech
September 04, 2017
Keras Shoot Out Tensorflow Vs Mxnet
September 03, 2017
I3 Instances And Nvme Booya
September 01, 2017
Johnny Pi I Am Your Father Part 2 The Joystick
August 28, 2017
Johnny Pi I Am Your Father Part 1 Moving Around
August 21, 2017
Johnny Pi I Am Your Father Part 0
August 14, 2017
Aws Podcast Introduction To Apache Mxnet On Aws
July 03, 2017
10 Deep Learning Projects Based On Apache Mxnet
July 02, 2017
Getting Started With The Aws Deep Learning Ami
June 17, 2017
Using An Aws Iot Button To Get Your Kids To Show Up For Dinner
June 11, 2017
Apache Mxnet Support In Keras
June 08, 2017
Create Your Own Basquiat With Deep Learning For Much Less Than 110 Million
May 19, 2017
Training Mxnet Part 5 Distributed Training Efs Edition
May 06, 2017
Training Mxnet Part 4 Distributed Training
May 05, 2017
Training Mxnet Part 3 Cifar 10 Redux
April 28, 2017
Training Mxnet Part 2 Cifar 10
April 24, 2017
Training Mxnet Part 1 Mnist
April 18, 2017
An Introduction To The Mxnet Api Part 6
April 16, 2017
An Introduction To The Mxnet Api Part 5
April 15, 2017
An Introduction To The Mxnet Api Part 4
April 14, 2017
An Introduction To The Mxnet Api Part 3
April 12, 2017
An Introduction To The Mxnet Api Part 2
April 10, 2017
An Introduction To The Mxnet Api Part 1
April 09, 2017
Freebsd From Cd Rom To Cloud
April 06, 2017
Fascinating Tales Of A Strange Tomorrow
April 05, 2017
From Cloud Computing To Edge Computing
April 05, 2017
Exploring The Gdelt Data Set With Amazon Athena
March 03, 2017

2016

Amazon Polly Hello World Literally
December 01, 2016
A Hands On Look At The Amazon Rekognition Api
November 30, 2016