Discover noahgift/databricks-zero-to-mlops Open Source project

[tutorial]A functional, Data Science focused introduction to Python

356

functional_intro_to_python

awslambda

python-devops-course

A repo for a course on Python DevOps

[Book-2019] Pragmatic AI: An Introduction to Cloud-based Machine Learning

175

pragmaticai

[Course-2020-2023] taught at Duke MIDS. This is also a Coursera Course that covers MLOps, ML Engineering and the foundations of Cloud Computing for Data Science.

117

cloud-data-analysis-at-scale

[Video]AWS Certified Machine Learning-Specialty (ML-S) Guide

115

aws-ml-guide

Deploy Flask Machine Learning Application on Azure App Services

114

flask-ml-azure-serverless

Machine Learning for Real Estate

real_estate_ml

continuous integration rep

myrepo

Edge Computer Vision Course

edge-computer-vision

An example MLFlow project

mlflow-project-best-practices

[Course]Study Material for AWS Cloud Practitioner Exam

aws-cloud-practitioner-exam

A Graduate Level Three Week Bootcamp on AWS

aws-bootcamp

noahgift

Noah Gift Github Profile

managed_ml_systems_and_iot

Managed Machine Learning Systems and Internet of Things Live Lesson

Duke MIDS: Data Engineering and DataOps Course

data-engineering-and-dataops

HTML

docker-flask-locust

A docker + flask + locust demo project

Some recipes for doing with serverless technologies

serverless-cookbook

Example Github Actions Directory

github-actions-pytest

This is a repo for building out Github Actions and Tricks

github-actions-demo

Syllabus for Artificial Intelligence for Product Innovation Master of Engineering: https://ai.meng.duke.edu/degree

mlops-duke-aipi

function-bike-rider

This is a repo for showing what you can do with a function

Product of Pragmatic AI Labs: Machine Learning, Statistics and Utilities around Developer Productivity, Company Productivity and Project Productivity

devml

Social Power in the NBA (Comparing on the court performance with Social Influence in R and Python)

socialpowernba

Machine Learning for Spot Prices

spot_price_machine_learning

DevOps SKlearn Microservice

container-revolution-devops-microservices

Techniques for Scraping the Web in Python

web_scraping_python

This is a new repository for Python for DevOps Lecture/Workshop

python-for-devops-april-2022

A Kubernetes Hello World Project

kubernetes-hello-world-python-flask

Flask-Elastic-Beanstalk

fastapi

Demo of FastAPI

Small Flask Microservice that makes the change

flask-change-microservice

Some recipes for data engineering with Python

python-data-engineering-cookbook

pytest-tips-tricks

A primer on pytest

This is building a container from scratch

container-from-scratch-python

Dockerfile

boston_housing_pickle

An example repo that pickles out a sklearn model

Azure DevOps workflow for ML

azure-ml-devops

A good starting point for a new Rust project

rust-new-project-template

This is a project to auto-deploy with an ML payload

gcp-flask-ml-deploy

Operations Research Algorithms

A Rust based deduplication tool

rdedupe

gcp-hello-ml

functions-from-zero

pytest-from-ground-zero

This is a new pytest repo that covers the best practices

A repo where I explain how to do data story telling

data-story-telling

Ideas on how to quickly learn to build command-line tools

CLI-Bootcamp

continuous-integration

This is a sample repo

Pragmatic AI solutions on GCP

pragmaticai-gcp

Nuclear Powered Command-Line Tools

pass-any-aws-exam

How to pass any

nuclear_powered_command_line_tools

this is a Hugo continuous delivery site

dukehugofeb1

python-for-devops-may-2022

From Zero Repository for doing Python DevOps work

Core Statistics for Datascience

core-stats-datascience

Brief Tutorial on AWS Step Functions

aws-step-functions

Chapter 2 on AWS for Pragmatic AI

pragai-aws

Notes on Tensorflow with Mac M1

tensorflow-m1-setup

This is an example of a DevOps Repo that conforms to best practices

DevOps-Best-Practices

Resources and Examples of .NET on AWS

DotNet-AWS

A tutorial on using EKS with fargate on the AWS Cloud

eks-fargate-tutorial

Some tools I have created to use hugo

hugotools

Some ideas around concurrency and distributed computing

distributed-computing-explorations

Data Science around intermittent fasting

intermittent-fasting

A repo with a cookbook of recipes for building command-line tools with Python Click

python-click-cli-cookbook

This is a Python for DevOps Codespace Repo

codespace-devops

A brief repository on logging monitoring and instrumentation in Python

mlops-certifications

logging-monitoring-instrumentation

Essentials for using Bash in the Cloud

cloud-bash-essentials

scaffold

this is a project scaffold for Python

Pearson Video on Fundamentals of AI/ML

fundamentals_ai_ml

get-certified-google-cloud

This is a repo for creating Computer Vision examples

computer-vision-api

Hello world Flask app for a Coursera Course: Cloud Computing for Data.

flask-hello-coursera

Some recipes around Apple CreateML

Apple-CreateML-AutoML-Recipes

exploratory-data-analysis

EDA ideas

This is a repo for DevOps

DevOps-2022

This is the source code for a book I co-authored on Python for Systems Administration for O'Reilly

py4sa

Notes on Google ML Engineer Certification

ml-engineer-certification

devops-for-mlops

This demonstrates the core ideas of DevOps

This is a demo of how to setup a repo with Continuous Integration

cloud-devops-demo-march13

this is a repo for building Python functions from Zero

Python-Functions-from-Zero

Image Classification Example using Flask and Tensorflow

flask-tensorflow-image-classification

github-actions-hello-world

Hello World

This is an example Microservice

microservice

bash-scripts

Examples of Bash Scripts

A model explainability walkthrough

model-explainability

An example of Rust command-line tool running inside a Docker container

rust-docker-cli

Rust

52-weeks-swift

Weekly Podcast/Livestream on Apple Swift Language

Swift

enterprise-mlops-book

Source Code Examples from the O'Reilly Book Enterprise MLOPs 2023

regression-concepts

Regression Concepts

A flask microservice for generating random fruit!

flask-random-fruit

MLConcepts

This is a new repo for a live training by O'Reilly

python-functions-9-23

multicloud-devops-lifecycle

AWS+Google+Azure

Nutrition Data Science exploration of Sugar

sugar

A few examples of common Linux Commands for Data Engineering

common-linux-commands-data-engineering

cloud-shell-lambda-tricks

Notes on technology solopreneurship

tech-solopreneurship

oreillydemopytest

Key Concepts in Microservices

100

microservices-key-concepts