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Projects in Awesome Lists by AlexIoannides

A curated list of projects in awesome lists by AlexIoannides .

https://github.com/alexioannides/pyspark-example-project

Implementing best practices for PySpark ETL jobs and applications.

data-engineering data-science etl etl-job etl-pipeline pyspark python spark

Last synced: 12 Oct 2024

https://github.com/alexioannides/pymc-example-project

Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

bayesian-data-analysis bayesian-inference data-science machine-learning numpy pandas probabilistic-programming pymc3 python scikit-learn

Last synced: 27 Oct 2024

https://github.com/AlexIoannides/pymc-example-project

Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.

bayesian-data-analysis bayesian-inference data-science machine-learning numpy pandas probabilistic-programming pymc3 python scikit-learn

Last synced: 07 Aug 2024

https://github.com/alexioannides/ml-workflow-automation

Python Machine Learning (ML) project that demonstrates the archetypal ML workflow within a Jupyter notebook, with automated model deployment as a RESTful service on Kubernetes.

classification data-science flask helm jupyter-notebook kaggle kubernetes machine-learning mlops numpy pandas python rest-api sklearn

Last synced: 28 Oct 2024

https://github.com/alexioannides/elasticsearchr

Lightweight Elasticsearch client for R.

api api-client client-library cran data-frame elasticsearch nosql r

Last synced: 12 Oct 2024

https://github.com/alexioannides/py-docker-aws-example-project

Automated testing and deployment of a simple Flask-based (RESTful) micro-service to a production-like environment on AWS, using Docker containers and Travis-CI.

aws boto3 continuous-deployment continuous-integration docker ecs microservice python travis-ci

Last synced: 12 Oct 2024

https://github.com/alexioannides/lime-interpretable-ml

An example of how the LIME algorithm can be used to provide real-world insight into the decision processes of a 'black-box' machine learning algorithm - in this case a Radom Forest regressor.

data-science interpretability lime machine-learning numpy pandas pydata python scikit-learn

Last synced: 12 Oct 2024

https://github.com/alexioannides/bodywork-mlops-demo

Demonstrating how Bodywork can be used to deploy a simulation of the lifecycle of a train-and-serve ML pipeline, responding to new data undergoing concept drift.

aws data-science docker kubernetes machine-learning mlops numpy python scikit-learn

Last synced: 12 Oct 2024

https://github.com/alexioannides/pycaret-mlops

Using PyCaret with Bodywork to deploy ML pipelines to Kuberentes

bodywork fastapi kubernetes machine-learning mlops pycaret

Last synced: 12 Oct 2024

https://github.com/alexioannides/alexioannides.github.io

My GitHub Pages website and blog about all things (data) science and probably a lot more.

github-pages pelican

Last synced: 12 Oct 2024

https://github.com/alexioannides/alexioannides

Python source code for generating my website at alexaioannides.github.io.

pelican python website

Last synced: 12 Oct 2024

https://github.com/alexioannides/py-readme-snippets

This repository contains snippits of writing (in Markdown), on various topics relating to various flavours of Python development project.

python python-library spark

Last synced: 12 Oct 2024

https://github.com/alexioannides/registerit

Have an idea for a Python package? Register the name on PyPI 💡

pypi python

Last synced: 12 Oct 2024

https://github.com/alexioannides/llm-toolz

Tools for experimenting and working with LLMs.

Last synced: 12 Oct 2024

https://github.com/alexioannides/transformers-gen-ai

Developing generative language models using transformers.

deeplearning llm python pytorch

Last synced: 12 Oct 2024

https://github.com/alexioannides/llm-regression

Exploring the classical regression capabilities of LLMs.

genai llm machine-learning openai regression

Last synced: 12 Oct 2024

https://github.com/alexioannides/aitoolz

Various Python tools, by Alex Ioannides (AI). Some of them might be useful for artificial intelligence and some of them might not.

Last synced: 12 Oct 2024

https://github.com/alexioannides/go-playpen

A repo for storing my efforts at learning Go

Last synced: 12 Oct 2024

https://github.com/alexioannides/hectorioannides

Hector Ioannides's personal website.

Last synced: 12 Oct 2024

https://github.com/alexioannides/python-packages-notebook

Experiments, PoCs and code snippets for useful Python packages.

Last synced: 12 Oct 2024

https://github.com/alexioannides/terraform-aws-dev-workstation

Terraform module for deep learning friendly remote development workstations on AWS

aws deep-learning gpu-computing terraform

Last synced: 12 Oct 2024

https://github.com/alexioannides/kfp-local

Local pipelines for local people

Last synced: 12 Oct 2024

https://github.com/alexioannides/rust-playpen

My adventures learning Rust

Last synced: 12 Oct 2024

https://github.com/alexioannides/kfp-component-lib

A pattern for developing libraries of reusable Kubeflow Pipeline components.

kubeflow mlops vertex-ai

Last synced: 12 Oct 2024

https://github.com/alexioannides/homebrew-tap

My personal Homebrew tap

Last synced: 12 Oct 2024

https://github.com/alexioannides/hatltd

Hector & Thomas Productions Ltd.

Last synced: 12 Oct 2024