2024-01-29¶
Basics¶
Career development¶
- Measuring Developer Productivity: Real-World Examples
- The Trimodal Nature of Software Engineering Salaries in the Netherlands and Europe
Clustering¶
Data Architecture¶
- 10 characteristics of a modern data architecture
- Data Engineering blog posts by Robin Linacre
- Data pipelines
- Databases and Data Modelling: a quick crash course
- Modern data architecture schema
- System Design: ElasticSearch
Data Journalism¶
Database¶
Datamapplot¶
Design Systems¶
Documentation¶
- Mkdocs Newsletter: show the changes of documentation repositories in a user friendly format
- Python markdown terminal built for mkdocs
Energy data¶
Geo science¶
Git and versioning¶
Knowledge Management¶
- A curated list of awesome digital gardens and second brains
- A no-brainer solution to turning your Obsidian PKM into a Zola site
- Lyz digital garden
- Mkdocs Obsidian is a combination of an Obsidian plugin and a Material mkdocs
- Obsidian tools: a Python package for analysing an Obsidian vault
- Quartz: a set of tools that helps you publish a digital garden and notes as a website for free
- Simon Späti public second brain
- The PARA Method: The Simple System for Organizing Your Digital Life in Seconds
Large Language Models (LLM)¶
- AlphaCodium: From Prompt Engineering to Flow Engineering
- Cheshire-Cat: Production ready AI assistant framework
- Hard Truths About Generative AI for Technology Leaders
Methodology¶
Natural Language Processing (NLP)¶
- Advanced Topic Modeling with BERTopic
- Concept modeling to link text and images
- Hands-on topic modeling via LDA
- Intro to topic modeling with Latent Dirichlet Allocation (LDA)
- Practical Guide to Topic Modeling with Latent Dirichlet Allocation (LDA)
- Topic Modeling with Llama 2
- Topic coherence measures
- Topic modeling strategies comparison
- cluestar: visualisation tools to get started with text classification tasks
Open Source Heroes¶
Pandas¶
Services¶
- Deploy Tiny-Llama on AWS EC2
- Optimize your AWS CDK Project Structure for Growth
- Self-destroying and ephemeral stacks
- The Lambda trilogy
- Using AWS CloudFormation and AWS Cloud Development Kit to provision multicloud resources
SQL¶
Theory¶
Time Series¶
- AutoGluon-TimeSeries: Every Time Series Forecasting Model In One Library
- Time Series Forecasting with TiDE
autogluon: AutoML for Image, Text, Time Series, and Tabular Datapytimetk: time series easier, faster, more fun