Neural network architectures of LLMs and Diffusion Models
Talk discussing architectures of generative neural networks: Large Language Models and Diffusion Models.
Slides for a presentation I gave the EuroPython 2023 conference in Prague, Czechia.
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Managing ML experiment configurations with Hydra
Talk about managing complex data science experiment configurations with Hydra.
Slides for a presentation I gave the EuroPython 2022 conference in Dublin, Ireland.
Neuroevolution - genetic algorithms for neural networks
I recently gave a workshop at the International Summer School on Deep Learning in Gdańsk, Poland. It was a hands-on introduction to neuroevolution, a technique which attempts to find the optimal architecture and hyperparameters for a neural network using genetic algorithms.
From Python script to open-source project
Talk discussing state-of-the-art tools and techniques to convert your script into a full open-source project.
Slides for a presentation I gave the EuroPython 2019 conference in Basel, Switzerland.
Python project maturity checklist
Did you write a cool and useful Python script? Would you like to share it with the community, but you're not sure how to go about that? If so, then this is the article for you. We'll go over a list of simple steps which can turn your script into a fully fledged open-source project.
Deep Learning Atlas
Introduction to deep learning and neural network architectures including convolutional and recurrent networks. Slides for a presentation I gave the 4Developers conference in Warsaw, Poland.
Elegant workflows with Apache Airflow
Talk about developing powerful workflows in Python code with Apache Airflow.
Slides for a presentation I gave the EuroPython 2017 conference in Rimini, Italy.
Get started developing workflows with Apache Airflow
Apache Airflow is an open-source tool for orchestrating complex computational workflows and data processing pipelines. If you find yourself running cron task which execute ever longer scripts, or keeping a calendar of big data processing batch jobs then Airflow can probably help you. This article provides an introductory tutorial for people who want to get started writing pipelines with Airflow.
Beautiful REST APIs with Flask, Swagger and Flask-RESTPlus
Slides for a presentation I gave the EuroPython 2016 conference in Bilbao.
Building beautiful REST APIs using Flask, Swagger UI and Flask-RESTPlus
This article outlines steps needed to create a REST API using Flask and Flask-RESTPlus. These tools combine into a framework, which automates common tasks:
- API input validation
- formatting output (as JSON)
- generating interactive documentation (with Swagger UI)
- turning Python exceptions into machine-readable HTTP responses