GitHub / pyladiesams 23 Repositories
We bring focus and real coding to tech meetups so Python programmers can effectively share knowledge and enrich their coding skills
pyladiesams/optimize-ai-prompts-jun2025
Optimize AI prompts to reduce verbosity and carbon footprint with ScaleDown
Language: Jupyter Notebook - Size: 722 KB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

pyladiesams/dapr-in-action-may2025
Dapr is redefining how we build distributed applications — and it’s quickly becoming a must-know tool for building cloud-native applications.
Language: Jupyter Notebook - Size: 5.81 MB - Last synced at: 8 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 4

pyladiesams/workshoptopic-mmmYYYY
Workshop template
Language: Jupyter Notebook - Size: 21.9 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 0 - Forks: 5

pyladiesams/ai-in-finance-python-lecture-may2025
AI in Finance - Python interactive lecture for students studying Finance
Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 0 - Forks: 0

pyladiesams/kafka-clients-processing-data-streams-aug2025
Learn how to set up a Kafka producer client, then process the data to make it ready for downstream consumers. Discuss the basic of Kafka and get a handle on the different ways to process the data.
Language: Jupyter Notebook - Size: 722 KB - Last synced at: 2 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0

pyladiesams/ai-in-finance-python-lecture-beginner-may2022
AI in Finance - Python interactive lecture for students studying Finance
Language: Jupyter Notebook - Size: 1.88 MB - Last synced at: 29 days ago - Pushed at: 30 days ago - Stars: 4 - Forks: 3

pyladiesams/ai-in-finance-python-lecture-may2023
AI in Finance - Python interactive lecture for students studying Finance
Language: Jupyter Notebook - Size: 797 KB - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 0 - Forks: 0

pyladiesams/ai-in-finance-python-lecture-may2024
AI in Finance - Python interactive lecture for students studying Finance
Language: Jupyter Notebook - Size: 807 KB - Last synced at: about 18 hours ago - Pushed at: 30 days ago - Stars: 0 - Forks: 0

pyladiesams/Jupyter-refactoring-beginner-jul2020
First steps to refactor Jupyter notebooks with ease
Language: Jupyter Notebook - Size: 21.8 MB - Last synced at: 29 days ago - Pushed at: 30 days ago - Stars: 6 - Forks: 11

pyladiesams/bootcamp-bringing-ML-models-into-production-intermediary-jun-aug2021
6 week-long Python hands-on MLOps Bootcamp following a real-life industry scenario.
Language: Jupyter Notebook - Size: 35.5 MB - Last synced at: 29 days ago - Pushed at: 30 days ago - Stars: 31 - Forks: 19

pyladiesams/model-drift-beginner-dec2022
Learn how to handle model drift and perform test-based model monitoring
Language: Jupyter Notebook - Size: 1.59 MB - Last synced at: 30 days ago - Pushed at: 30 days ago - Stars: 2 - Forks: 0

pyladiesams/eval-llm-based-apps-jan2025
Create an evaluation framework for your LLM based app. Incorporate it into your test suite. Lay the monitoring foundation.
Language: Jupyter Notebook - Size: 11.6 MB - Last synced at: 23 days ago - Pushed at: 30 days ago - Stars: 7 - Forks: 5

pyladiesams/personalization-with-text-to-image-diffusion-models-feb2024
Get familiar with different fine-tuning techniques for text-to-image models, and learn how to teach a diffusion model a concept of your choosing
Language: Jupyter Notebook - Size: 91.4 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 2

pyladiesams/data-ingestion-modern-stack-apr2025
Learn how to ingest data with dlt (data load tool) from a REST API and load it into DuckDB
Language: Jupyter Notebook - Size: 1.69 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

pyladiesams/bdd-with-python-mar2025
An introduction to BDD and frameworks in Python.
Language: Python - Size: 754 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

pyladiesams/Azure-functions-beginner-mar2020
An introduction to Azure functions in Python.
Language: Python - Size: 15.8 MB - Last synced at: 29 days ago - Pushed at: 3 months ago - Stars: 9 - Forks: 1

pyladiesams/global-ai-bootcamp-mar2025
Azure AI workshops
Size: 729 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 4 - Forks: 2

pyladiesams/conformal-prediction-jan2024
An introduction to conformal prediction
Language: Jupyter Notebook - Size: 3.22 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 25 - Forks: 3

pyladiesams/intro-data-storytelling-dec2024
Learn how elements of storytelling can be applied to data visualization, and how to effectively tell the story in your data.
Size: 2.48 MB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 5 - Forks: 1

pyladiesams/web-scraping-beginner-may2021
An introduction to Web Scraping with Python and Azure Functions.
Language: Python - Size: 11.7 MB - Last synced at: 29 days ago - Pushed at: almost 4 years ago - Stars: 14 - Forks: 5

pyladiesams/introduction-to-llm-agents-with-langchain-jun2024
Workshop on working with LLM Agents using LangChain.
Language: Jupyter Notebook - Size: 8.58 MB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 3 - Forks: 3

pyladiesams/talktopic-mmmYYYY
Talk template
Size: 731 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 1

pyladiesams/intro-to-explainabilty-in-finance-oct2024
Building a model is just one piece of the puzzle in data science; explaining how it works is just as important, especially in finance where transparency and explainability is key.
Language: Jupyter Notebook - Size: 7.48 MB - Last synced at: about 2 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 2

pyladiesams/llms-scan-reviews-nov2024 Fork of pyladiesams/workshoptopic-mmmYYYY
Size: 26.5 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 3 - Forks: 2

pyladiesams/geodata-in-python-oct2023
Learn the basics of geospatial data theory, covering raster, vector, and related concepts. Gain hands-on experience with Python libraries for geospatial data.
Language: Jupyter Notebook - Size: 251 MB - Last synced at: 5 days ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 3

pyladiesams/llm-guardrails-jul2024
Dive into the world of LLM Guardrails using tools like NVIDIA’s NeMo Guardrails. Discover the mechanisms that ensure applications produce reliable, robust, safe, and ethical outputs, and understand their crucial role in LLMs
Language: Jupyter Notebook - Size: 13 MB - Last synced at: 29 days ago - Pushed at: 10 months ago - Stars: 2 - Forks: 2

pyladiesams/global-ai-bootcamp-mar2024
Azure Open AI Workshop: earn how to interact with OpenAI models
Size: 2.65 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

pyladiesams/ml-fairness-advanced-feb2022
Learn different techniques for mitigating fairness-related harms using Fairlearn.
Language: Jupyter Notebook - Size: 5.64 MB - Last synced at: 4 days ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 2

pyladiesams/careers-with-python-beginner-feb2021
Career paths Bioinformatics, Astrochemical research, Data science lifecycle with Python
Size: 13.7 MB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 2

pyladiesams/Bootcamp-Data-Analysis-beginner-apr-may2020
Python Bootcamp Data Analysis for Beginners
Language: Jupyter Notebook - Size: 4.12 MB - Last synced at: 29 days ago - Pushed at: over 4 years ago - Stars: 22 - Forks: 13

pyladiesams/pyro-may2023
Meet Uber's Pyro - popular framework for probabilistic programming. Learn how to introduce regularization and prior assumptions into a model, at first for a simple use case of Bayesian Linear Regression and later in an introduction to deep generative models with Pyro.
Language: Jupyter Notebook - Size: 5.83 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 2

pyladiesams/nlp-projects-with-spacy-may2024
NLP projects with spaCy
Language: Jupyter Notebook - Size: 769 KB - Last synced at: 2 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 1

pyladiesams/pytest-aug2019
How to use Pytest, it's best practices and how proper tests are done.
Language: Python - Size: 1.67 MB - Last synced at: 29 days ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 2

pyladiesams/101-django-rest-framework-jan2023
Learn all things to get started with a project using Django Rest Framework
Language: Python - Size: 2.2 MB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 2

pyladiesams/time-series-forecasting-sep2023
Time series forecasting for business workshop. Learn how to quickly prototype forecasts with pycaret
Language: Jupyter Notebook - Size: 10.6 MB - Last synced at: 29 days ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 2

pyladiesams/OOP-advanced-jan2020
A Deep Dive into Object Oriented Programming in Python january 2020 - february 2020
Language: Jupyter Notebook - Size: 148 KB - Last synced at: 29 days ago - Pushed at: almost 5 years ago - Stars: 11 - Forks: 15

pyladiesams/python-oss-sprints-mar2024
Sprints to contribute to the most popular data and AI Python OSS libraries
Size: 726 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

pyladiesams/privacy-aware-ml-ds-nov2023
Learn how to apply core privacy principles and techniques to the data science and machine learning workflows with Python open source libraries for privacy-preserving machine learning.
Size: 725 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 2

pyladiesams/careers-with-python-jun2023
Career paths Agriculture, Banking, Data science strategic consulting with Python
Size: 16.2 MB - Last synced at: 1 day ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

pyladiesams/10-year-celebration-jul2023
We invite you to celebrate 10 years of PyLadies Amsterdam! Join us to look back at memorable moments through a combination of talks by previous speakers, recordings sent by PyLadies organizers worlwide and socializing with other members.
Size: 720 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

pyladiesams/advanced-pandas-nov2019
A deep dive into Advanced Pandas
Language: Jupyter Notebook - Size: 4.75 MB - Last synced at: 29 days ago - Pushed at: almost 5 years ago - Stars: 6 - Forks: 8

pyladiesams/flask-okt2019
Build a web app with Flask and host it in the cloud.
Language: HTML - Size: 19.6 MB - Last synced at: 3 months ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0

pyladiesams/github-nov2019
An introduction to Git, GitHub and Python virtual environments
Size: 1.82 MB - Last synced at: 29 days ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 2

pyladiesams/pyspark-nov2019
An introduction to PySpark
Size: 1.24 MB - Last synced at: 29 days ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 4

pyladiesams/vizualisation-sep2019
Use Matplotlib and Seaborn to explore data.
Language: Jupyter Notebook - Size: 22.3 MB - Last synced at: 29 days ago - Pushed at: 12 months ago - Stars: 3 - Forks: 3

pyladiesams/storytelling-mindset-aug2023
Transform your Tech career by crafting powerful connections with Storytelling mindset
Size: 16.1 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 1

pyladiesams/global-ai-bootcamp-mar2023
Azure AI workshops
Size: 865 KB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

pyladiesams/careers-with-python-beginner-apr2022
Career paths in general, in Data Engineering and Educational Sciences with Python
Size: 12.5 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

pyladiesams/deepLearningPyTorch-beginner-nov2022
Learn the basics of PyTorch and how to use it for more advanced applications
Language: Jupyter Notebook - Size: 11.7 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 2

pyladiesams/containerized-model-serving-with-fastapi-advanced-jun2022
Model Serving with FastAPI
Language: Python - Size: 28.8 MB - Last synced at: 29 days ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 3

pyladiesams/mlops-event-feb2023
MLOps talks - joint effort with Amsterdam MLOps.community
Size: 5.57 MB - Last synced at: 3 months ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

pyladiesams/global-ai-developer-days-beginner-oct2022
Azure AI workshops
Size: 729 KB - Last synced at: 29 days ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

pyladiesams/classification-bias-beginner-apr2021
Basics of classification and bias
Size: 4.66 MB - Last synced at: 29 days ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 2

pyladiesams/data-interpretation-beginner-sep2020
An introduction to Data Interpretation and Storytelling with Python
Language: Jupyter Notebook - Size: 8.25 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 2

pyladiesams/ml-fairness-beginner-nov2021
Assess fairness of machine learning models and choose an appropriate fairness metric for your use case with Fairlearn
Language: Jupyter Notebook - Size: 5.32 MB - Last synced at: 3 days ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 2

pyladiesams/global-ai-bootcamp-beginner-jan2022
Azure AI workshops
Size: 726 KB - Last synced at: 29 days ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 3

pyladiesams/cloud-native-web-app-beginner-aug2022
Introduction to cloud-native web applications with Python
Language: Dockerfile - Size: 8.13 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

pyladiesams/django-girls-build-a-blog-beginner-sep2022 Fork of DjangoGirls/tutorial
This is a fork of a Django Girls workshop - Build and deploy your first blog using Python and Django
Size: 188 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

pyladiesams/python101-beginner-jul2022
Python workshop for complete beginners
Size: 720 KB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 1

pyladiesams/tech-presentations-beginner-mar2021
How to structure technical presentations and deliver them with confidence
Size: 9.17 MB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 5 - Forks: 1

pyladiesams/graphdbs-gqlalchemy-beginner-mar2022
Learn about Graph Databases and query them in Python with GQLAlchemy
Language: Jupyter Notebook - Size: 5.23 MB - Last synced at: 29 days ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 2

pyladiesams/communicating-about-models-beginner-dec2021
An Introduction to Communicating about your Models
Size: 44.4 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

pyladiesams/product-sorting-beginner-sep2021
An introduction to product list sorting
Language: Jupyter Notebook - Size: 1.57 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 1

pyladiesams/FOSS-beginner-jan2021
How to contribute to open-source software
Size: 1.58 MB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 1

pyladiesams/ETL-intermediate-dec2020
Talks co-organized with PyAmsterdam about ETL/ELT in action in the cloud
Size: 530 KB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

pyladiesams/tf-hub-beginner-oct2020
An introduction to TensorFlow Hub and Object Detection with TensorFlow pre-trained models
Size: 37.1 KB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

pyladiesams/Bokeh-visualisation-beginner-aug2020
Easily make interactive plots and dashboards with Bokeh
Language: Jupyter Notebook - Size: 320 KB - Last synced at: 3 months ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 2

pyladiesams/NLP-beginner-nov2020
Intro to NLP with NLTK, spaCy, and gensim
Size: 8.65 MB - Last synced at: about 5 hours ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1
