AlexIoannides/alexioannides

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Created about 6 years ago
Updated over 3 years ago

AlexIoannides/alexioannides

AlexIoannides

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

pyspark-example-project

Example project implementing best practices for PySpark ETL jobs and applications.

kubernetes-mlops

MLOps tutorial using Python, Docker and Kubernetes.

pymc-example-project

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

Jupyter Notebook

py-package-template

Python package template project for kick-starting new Python projects.

pipeliner

Machine learning pipelines for R.

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.

Jupyter Notebook

elasticsearchr

Lightweight Elasticsearch client for R.

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.

pymc-stochastic-process

Demonstrating the benefits of using Bayesian Inference and PYMC3 for estimating the parameters of stochastic processes commonly used in quantitative finance.

Jupyter Notebook

pymc-advi-hmc-demo

Demonstrating HMC and ADVI algorithms for Bayesian data analysis using PYMC3.

Jupyter Notebook

data-science-and-ml-notebook

Data science and ML engineering notebooks and demos

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.

Jupyter Notebook

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.

Jupyter Notebook

pycaret-mlops

Using PyCaret with Bodywork to deploy ML pipelines to Kuberentes

Jupyter Notebook

alexioannides.github.io

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

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