AlexIoannides
machine learning engineer - (data)scientist - reformed quant - habitual coder - PhD
@novonordiskLondon, UK
Pinned Repositories
kubernetes-mlops
MLOps tutorial using Python, Docker and Kubernetes.
llm-regression
Exploring the classical regression capabilities of LLMs.
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.
pipeliner
Machine learning pipelines for R.
py-package-template
Python package template project for kick-starting new Python projects.
pymc-example-project
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
pyspark-example-project
Implementing best practices for PySpark ETL jobs and applications.
terraform-aws-dev-workstation
Terraform module for deep learning friendly remote development workstations on AWS
bodywork-core
ML pipeline orchestration and model deployments on Kubernetes.
ml-pipeline-engineering
Best practices for engineering ML pipelines.
AlexIoannides's Repositories
AlexIoannides/pyspark-example-project
Implementing best practices for PySpark ETL jobs and applications.
AlexIoannides/kubernetes-mlops
MLOps tutorial using Python, Docker and Kubernetes.
AlexIoannides/pymc-example-project
Example PyMC3 project for performing Bayesian data analysis using a probabilistic programming approach to machine learning.
AlexIoannides/py-package-template
Python package template project for kick-starting new Python projects.
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.
AlexIoannides/elasticsearchr
Lightweight Elasticsearch client for R.
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.
AlexIoannides/llm-regression
Exploring the classical regression capabilities of LLMs.
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.
AlexIoannides/notes-and-demos
Study notes and demos.
AlexIoannides/transformers-gen-ai
Developing generative language models using transformers.
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.
AlexIoannides/pycaret-mlops
Using PyCaret with Bodywork to deploy ML pipelines to Kuberentes
AlexIoannides/alexioannides.github.io
My GitHub Pages website and blog about all things (data) science and probably a lot more.
AlexIoannides/alexioannides
Python source code for generating my website at alexaioannides.github.io.
AlexIoannides/llm-toolz
Tools for experimenting and working with LLMs.
AlexIoannides/registerit
Have an idea for a Python package? Register the name on PyPI 💡
AlexIoannides/terraform-aws-dev-workstation
Terraform module for deep learning friendly remote development workstations on AWS
AlexIoannides/aitoolz
Various Python tools, by Alex Ioannides (AI). Some of them might be useful for artificial intelligence and some of them might not.
AlexIoannides/bodywork-core
An open-source deployment automation tool for machine learning in Python, on Kubernetes. Run batch jobs, serve models and deploy ML pipelines without the DevOps headache. Accelerated MLOps 🚀
AlexIoannides/dimensionality-reduction-and-deep-learning
Dimensionality reduction experiments using deep learning techniques.
AlexIoannides/go-cube
A toy workload orchestrator in Go
AlexIoannides/go-playpen
A repo for storing my efforts at learning Go
AlexIoannides/hatltd
Hector & Thomas Productions Ltd.
AlexIoannides/hector-and-dad
Algorithms and code 🙂
AlexIoannides/homebrew-tap
My personal Homebrew tap
AlexIoannides/kfp-component-lib
A pattern for developing libraries of reusable Kubeflow Pipeline components.
AlexIoannides/kfp-local
Local pipelines for local people
AlexIoannides/lbg-hackathon-team-05
Predicting transportation usage in NYC using BigQuery and Vertex AI pipelines on GCP.
AlexIoannides/rust-playpen
My adventures learning Rust