Data Science Bootcamp - MLOps on the cheap!
Using Github Actions as a practical (and Free*) MLOps Workflow tool for your Data Pipeline. This completes the Data Science Bootcamp Series
Jose đ„đȘ Reyes
Posts by Tag
- General Assembly Bootcamp 7
- Data Science 7
- web performance 5
- AI 5
- ML 5
- GraphQL 4
- MLOps 4
- Metaflow 4
- conversion rate 3
- page load times 3
- AWS 2
- lighthouse 2
- Lighthouse 2
- React 2
- Context API 2
- Serverless 2
- Github Actions 2
- Formula 1 2
- DynamoDB 2
- NoSQL 2
- Jamstack 2
- Micro-frontends building blocks 2
- software engineering 2
- AWS Summit 2
- Summary Report 2
- Machine Learning 2
- Comet 2
- Implicit Feedback 2
- recommender system 2
- bff 1
- microservices 1
- patterns 1
- serverless 1
- lambda 1
- CDN 1
- docker 1
- development environment 1
- umbraco 1
- tips 1
- powershell 1
- Redis 1
- continuous integration 1
- continuous delivery 1
- web optimization 1
- SEO 1
- page traffic 1
- performance budget 1
- metrics 1
- performance optimization 1
- case studies 1
- real world 1
- leadership 1
- influence 1
- opportunity 1
- soft skills 1
- amazon web services 1
- certification 1
- certified developer associate 1
- preparation 1
- state management 1
- Redux 1
- MobX 1
- mindfulness 1
- thoughtful programming 1
- Apollo 1
- Apollo Server 1
- Apollo Client 1
- AWS S3 1
- One Table Design 1
- Single-Table Design 1
- NodeJS 1
- volunteering 1
- penny pinching 1
- Gatsby 1
- Core Web Vitals 1
- NextJS 1
- Static Site Generation 1
- Server Side Render 1
- Client Side Render 1
- Monorepo 1
- Webpack Module Federation 1
- PAAS 1
- SAAS 1
- Startup 1
- SageMaker 1
- ML algorithms 1
- SQL 1
- Entity Relationship Diagram 1
- DB Modelling 1
- Master of Data Science 1
- Amazon Rekognition 1
- Amazon Rekognition Custom Labels 1
- AWS Amplify 1
- Data 1
- Ethics 1
- Data Ethics 1
- Fairness 1
- Recommender System 1
- Recommender Engine 1
- Recommendation System 1
- Recommendation Engine 1
- Matrix Factorisation 1
- recommendation engine 1
- recommendation system 1
- AWS Lambda 1
- AWS SAM 1
- Matrix Factorization 1
General Assembly Bootcamp
Data Science Bootcamp - Week 10
Final week of the General Assembly Data Science bootcamp, and the Capstone Project has been completed!
Data Science Bootcamp - Week 5 & 6
Fifth and Sixth week, and we are now working with Machine Learning algorithms and a Capstone Project update
Data Science Bootcamp - Week 4
Fourth week into the GA Data Science bootcamp, and we find out why we have to do data visualizations at all
Data Science Bootcamp - Week 3
On the third week of the GA Data Science bootcamp, we explore ideas for the Capstone Project
Data Science Bootcamp - Week 2
We explore Exploratory Data Analysis in Pandas and start thinking about the course Capstone Project
Data Science Bootcamp - Week 1
Follow along as I go through General Assemblyâs 10-week Data Science Bootcamp
Data Science
Data Science Bootcamp - MLOps on the cheap!
Using Github Actions as a practical (and Free*) MLOps Workflow tool for your Data Pipeline. This completes the Data Science Bootcamp Series
Data Science Bootcamp - Week 10
Final week of the General Assembly Data Science bootcamp, and the Capstone Project has been completed!
Data Science Bootcamp - Week 5 & 6
Fifth and Sixth week, and we are now working with Machine Learning algorithms and a Capstone Project update
Data Science Bootcamp - Week 4
Fourth week into the GA Data Science bootcamp, and we find out why we have to do data visualizations at all
Data Science Bootcamp - Week 3
On the third week of the GA Data Science bootcamp, we explore ideas for the Capstone Project
Data Science Bootcamp - Week 2
We explore Exploratory Data Analysis in Pandas and start thinking about the course Capstone Project
Data Science Bootcamp - Week 1
Follow along as I go through General Assemblyâs 10-week Data Science Bootcamp
web performance
Website Performance Series - Part 5
Running Lighthouse on this blog to identify opportunities for improvement
Website Performance Series - Part 4
Real world case studies on effects of improving website performance
Website Performance Series - Part 3
Speeding up your site is easy if you know what to focus on. Follow along as I explore the performance optimization maze, and find 3 awesome tips inside (plus...
Website Performance Series - Part 2
Tools for identifying performance gaps and formulating your performance budget
Website Performance Series - Part 1
Why web performance matters and what that means to your bottom line
AI
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
Build Recommender Systems the Easy Way in AWS
Building and maintaining a recommender system that is tuned to your businessâ products or services can take great effort. The good news is that AWS can do th...
Ethics in Data, Weekly Reflections
Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data
Accelerate ML Application Development in AWS
Get your ML application to production quicker with Amazon Rekognition and AWS Amplify
ML
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
Build Recommender Systems the Easy Way in AWS
Building and maintaining a recommender system that is tuned to your businessâ products or services can take great effort. The good news is that AWS can do th...
Ethics in Data, Weekly Reflections
Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data
Accelerate ML Application Development in AWS
Get your ML application to production quicker with Amazon Rekognition and AWS Amplify
GraphQL
Pre-render strategies in NextJS
Static Site Generation, Server Side Render or Client Side Render, whatâs the difference?
Simple GraphQL consumer with Apollo Client
A GraphQL web client in ReactJS and Apollo
6 Steps to your first GraphQL server
From source to cloud using Serverless and Github Actions
Top 7 reasons why GraphQL is better than REST
How GraphQL promotes thoughtful software development practices
MLOps
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
Data Science Bootcamp - MLOps on the cheap!
Using Github Actions as a practical (and Free*) MLOps Workflow tool for your Data Pipeline. This completes the Data Science Bootcamp Series
Metaflow
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
Going to Production with Github Actions, Metaflow and AWS SageMaker
A scalable (and cost-effective) strategy to transition your Machine Learning project from prototype to production
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
conversion rate
Website Performance Series - Part 4
Real world case studies on effects of improving website performance
Website Performance Series - Part 2
Tools for identifying performance gaps and formulating your performance budget
Website Performance Series - Part 1
Why web performance matters and what that means to your bottom line
page load times
Website Performance Series - Part 4
Real world case studies on effects of improving website performance
Website Performance Series - Part 2
Tools for identifying performance gaps and formulating your performance budget
Website Performance Series - Part 1
Why web performance matters and what that means to your bottom line
AWS
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
Production-ready image handler in 25 minutes
How to create a low cost, highly available CDN solution for your image handling needs in no time at all.
lighthouse
Website Performance Series - Part 5
Running Lighthouse on this blog to identify opportunities for improvement
Website Performance Series - Part 2
Tools for identifying performance gaps and formulating your performance budget
Lighthouse
Penny Pinching using the Jamstack Architecture
How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.
Website Performance Series - Part 3
Speeding up your site is easy if you know what to focus on. Follow along as I explore the performance optimization maze, and find 3 awesome tips inside (plus...
React
Updating React Context does not update my component
Updating Context will re-render context consumers, only in this example, it doesnât
Managing React application state shouldnât be rocket science
Why you might not need external state management libraries anymore
Context API
Updating React Context does not update my component
Updating Context will re-render context consumers, only in this example, it doesnât
Managing React application state shouldnât be rocket science
Why you might not need external state management libraries anymore
Serverless
DynamoDB and Single-Table Design
Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...
6 Steps to your first GraphQL server
From source to cloud using Serverless and Github Actions
Github Actions
Simple GraphQL consumer with Apollo Client
A GraphQL web client in ReactJS and Apollo
6 Steps to your first GraphQL server
From source to cloud using Serverless and Github Actions
Formula 1
DynamoDB and Single-Table Design
Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...
Simple GraphQL consumer with Apollo Client
A GraphQL web client in ReactJS and Apollo
DynamoDB
DynamoDB and Single-Table Design
Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...
Debunking 5 common misconceptions about DynamoDB
Use DynamoDB as it was intended, now!
NoSQL
DynamoDB and Single-Table Design
Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...
Debunking 5 common misconceptions about DynamoDB
Use DynamoDB as it was intended, now!
Jamstack
Pre-render strategies in NextJS
Static Site Generation, Server Side Render or Client Side Render, whatâs the difference?
Penny Pinching using the Jamstack Architecture
How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.
Micro-frontends building blocks
Micro-frontends building blocks: Webpack Module Federation
What is Module Federation and why itâs perfect for building your Micro-frontend project
Micro-frontends building blocks: Monorepos
What you always wanted to know about Monorepos but were too afraid to ask
software engineering
Micro-frontends building blocks: Webpack Module Federation
What is Module Federation and why itâs perfect for building your Micro-frontend project
Micro-frontends building blocks: Monorepos
What you always wanted to know about Monorepos but were too afraid to ask
AWS Summit
AWS Summit 2022 Australia and New Zealand
Day 2 summary - AI/ML edition
AWS Summit 2022 Australia and New Zealand
Day 1 summary - AI/ML edition
Summary Report
AWS Summit 2022 Australia and New Zealand
Day 2 summary - AI/ML edition
AWS Summit 2022 Australia and New Zealand
Day 1 summary - AI/ML edition
Machine Learning
Going to Production with Github Actions, Metaflow and AWS SageMaker
A scalable (and cost-effective) strategy to transition your Machine Learning project from prototype to production
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
Comet
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
Implicit Feedback
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
recommender system
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
bff
Seeing the BFF Pattern used in the wild
What is the BFF pattern and why you need it.
microservices
Seeing the BFF Pattern used in the wild
What is the BFF pattern and why you need it.
patterns
Seeing the BFF Pattern used in the wild
What is the BFF pattern and why you need it.
serverless
Production-ready image handler in 25 minutes
How to create a low cost, highly available CDN solution for your image handling needs in no time at all.
lambda
Production-ready image handler in 25 minutes
How to create a low cost, highly available CDN solution for your image handling needs in no time at all.
CDN
Production-ready image handler in 25 minutes
How to create a low cost, highly available CDN solution for your image handling needs in no time at all.
docker
Docker and Umbraco - meant to be?
Trials with Docker and Umbraco for building a portable development environment, plus find 4 handy tips inside!
development environment
Docker and Umbraco - meant to be?
Trials with Docker and Umbraco for building a portable development environment, plus find 4 handy tips inside!
umbraco
Docker and Umbraco - meant to be?
Trials with Docker and Umbraco for building a portable development environment, plus find 4 handy tips inside!
tips
Docker and Umbraco - meant to be?
Trials with Docker and Umbraco for building a portable development environment, plus find 4 handy tips inside!
powershell
Easy way to automate Redis cache flush remotely in Powershell
How to easily clear your Redis cache remotely from a Windows machine with Powershell
Redis
Easy way to automate Redis cache flush remotely in Powershell
How to easily clear your Redis cache remotely from a Windows machine with Powershell
continuous integration
Easy way to automate Redis cache flush remotely in Powershell
How to easily clear your Redis cache remotely from a Windows machine with Powershell
continuous delivery
Easy way to automate Redis cache flush remotely in Powershell
How to easily clear your Redis cache remotely from a Windows machine with Powershell
web optimization
Website Performance Series - Part 1
Why web performance matters and what that means to your bottom line
SEO
Website Performance Series - Part 1
Why web performance matters and what that means to your bottom line
page traffic
Website Performance Series - Part 1
Why web performance matters and what that means to your bottom line
performance budget
Website Performance Series - Part 2
Tools for identifying performance gaps and formulating your performance budget
metrics
Website Performance Series - Part 3
Speeding up your site is easy if you know what to focus on. Follow along as I explore the performance optimization maze, and find 3 awesome tips inside (plus...
performance optimization
Website Performance Series - Part 3
Speeding up your site is easy if you know what to focus on. Follow along as I explore the performance optimization maze, and find 3 awesome tips inside (plus...
case studies
Website Performance Series - Part 4
Real world case studies on effects of improving website performance
real world
Website Performance Series - Part 4
Real world case studies on effects of improving website performance
leadership
How can I lead when I am not in charge? - an introspection
Use the power of influence to move people even without a title
influence
How can I lead when I am not in charge? - an introspection
Use the power of influence to move people even without a title
opportunity
How can I lead when I am not in charge? - an introspection
Use the power of influence to move people even without a title
soft skills
How can I lead when I am not in charge? - an introspection
Use the power of influence to move people even without a title
amazon web services
AWS Certifications - are they worth it?
My thoughts on the AWS Certified Developer - Associate Exam, is it worth the effort?
certification
AWS Certifications - are they worth it?
My thoughts on the AWS Certified Developer - Associate Exam, is it worth the effort?
certified developer associate
AWS Certifications - are they worth it?
My thoughts on the AWS Certified Developer - Associate Exam, is it worth the effort?
preparation
AWS Certifications - are they worth it?
My thoughts on the AWS Certified Developer - Associate Exam, is it worth the effort?
state management
Managing React application state shouldnât be rocket science
Why you might not need external state management libraries anymore
Redux
Managing React application state shouldnât be rocket science
Why you might not need external state management libraries anymore
MobX
Managing React application state shouldnât be rocket science
Why you might not need external state management libraries anymore
mindfulness
Top 7 reasons why GraphQL is better than REST
How GraphQL promotes thoughtful software development practices
thoughtful programming
Top 7 reasons why GraphQL is better than REST
How GraphQL promotes thoughtful software development practices
Apollo
Top 7 reasons why GraphQL is better than REST
How GraphQL promotes thoughtful software development practices
Apollo Server
6 Steps to your first GraphQL server
From source to cloud using Serverless and Github Actions
Apollo Client
Simple GraphQL consumer with Apollo Client
A GraphQL web client in ReactJS and Apollo
AWS S3
Simple GraphQL consumer with Apollo Client
A GraphQL web client in ReactJS and Apollo
One Table Design
Debunking 5 common misconceptions about DynamoDB
Use DynamoDB as it was intended, now!
Single-Table Design
DynamoDB and Single-Table Design
Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...
NodeJS
DynamoDB and Single-Table Design
Follow along as I implement DynamoDB Single-Table Design - find out the tools and methods I use to make the process easier, and finally the light-bulb moment...
volunteering
Penny Pinching using the Jamstack Architecture
How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.
penny pinching
Penny Pinching using the Jamstack Architecture
How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.
Gatsby
Penny Pinching using the Jamstack Architecture
How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.
Core Web Vitals
Penny Pinching using the Jamstack Architecture
How to ace your Core Web Vitals without breaking the bank, hint, its FREE! With Netlify, Github and GatsbyJS.
NextJS
Pre-render strategies in NextJS
Static Site Generation, Server Side Render or Client Side Render, whatâs the difference?
Static Site Generation
Pre-render strategies in NextJS
Static Site Generation, Server Side Render or Client Side Render, whatâs the difference?
Server Side Render
Pre-render strategies in NextJS
Static Site Generation, Server Side Render or Client Side Render, whatâs the difference?
Client Side Render
Pre-render strategies in NextJS
Static Site Generation, Server Side Render or Client Side Render, whatâs the difference?
Monorepo
Micro-frontends building blocks: Monorepos
What you always wanted to know about Monorepos but were too afraid to ask
Webpack Module Federation
Micro-frontends building blocks: Webpack Module Federation
What is Module Federation and why itâs perfect for building your Micro-frontend project
PAAS
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
SAAS
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
Startup
Small to Reasonable Scale MLOps
An Approach to Effective and Scalable MLOps when youâre not a Giant like Google
SageMaker
Going to Production with Github Actions, Metaflow and AWS SageMaker
A scalable (and cost-effective) strategy to transition your Machine Learning project from prototype to production
ML algorithms
Going to Production with Github Actions, Metaflow and AWS SageMaker
A scalable (and cost-effective) strategy to transition your Machine Learning project from prototype to production
SQL
Remember the last time you created an Entity Relationship diagram? I canât.
(Re)Learning how to create conceptual models when building software
Entity Relationship Diagram
Remember the last time you created an Entity Relationship diagram? I canât.
(Re)Learning how to create conceptual models when building software
DB Modelling
Remember the last time you created an Entity Relationship diagram? I canât.
(Re)Learning how to create conceptual models when building software
Master of Data Science
Remember the last time you created an Entity Relationship diagram? I canât.
(Re)Learning how to create conceptual models when building software
Amazon Rekognition
Accelerate ML Application Development in AWS
Get your ML application to production quicker with Amazon Rekognition and AWS Amplify
Amazon Rekognition Custom Labels
Accelerate ML Application Development in AWS
Get your ML application to production quicker with Amazon Rekognition and AWS Amplify
AWS Amplify
Accelerate ML Application Development in AWS
Get your ML application to production quicker with Amazon Rekognition and AWS Amplify
Data
Ethics in Data, Weekly Reflections
Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data
Ethics
Ethics in Data, Weekly Reflections
Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data
Data Ethics
Ethics in Data, Weekly Reflections
Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data
Fairness
Ethics in Data, Weekly Reflections
Provided in 6 weekly installments, we will cover current and relevant topics relating to ethics in data
Recommender System
Build Recommender Systems the Easy Way in AWS
Building and maintaining a recommender system that is tuned to your businessâ products or services can take great effort. The good news is that AWS can do th...
Recommender Engine
Build Recommender Systems the Easy Way in AWS
Building and maintaining a recommender system that is tuned to your businessâ products or services can take great effort. The good news is that AWS can do th...
Recommendation System
Build Recommender Systems the Easy Way in AWS
Building and maintaining a recommender system that is tuned to your businessâ products or services can take great effort. The good news is that AWS can do th...
Recommendation Engine
Build Recommender Systems the Easy Way in AWS
Building and maintaining a recommender system that is tuned to your businessâ products or services can take great effort. The good news is that AWS can do th...
Matrix Factorisation
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
recommendation engine
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
recommendation system
How to Build, Train and Deploy Your Own Recommender System â Part 1
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We put it all together with Metaflow and used Comet...
AWS Lambda
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
AWS SAM
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.
Matrix Factorization
How to Build, Train and Deploy Your Own Recommender System â Part 2
We build a recommender system from the ground up with matrix factorization for implicit feedback systems. We then deploy the model to production in AWS.