Import assets from private repo (pyladiesams#1)

Co-authored-by: Giulia Caglia <[email protected]>

README.md

@@ -1,20 +1,32 @@
+# An Introduction to Pyro
 
-# An introduction to { YOUR TOPIC } or A deep dive into { YOUR TOPIC }
 ### Presentation: [Presentation_name](workshop/Presentation_template.pptx)
 
 ## Workshop description
-Describe why your topic is important and what you want to share with your audience
+
+In this workshop we will go through an introduction of the popular framework for probabilistic programming that is Uber's Pyro.
+Participants will 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 a introduction to deep generative models with Pyro.
+
+As Pyro is built on PyTorch, some prior knowledge of PyTorch can be useful.
+Feel free to check out the PyLadies' previous introduction to the topic:
+https://github.com/pyladiesams/deepLearningPyTorch-beginner-nov2022
 
 ## Requirements
-Do not forget to indicate Python version and any other tools
-+ add requirements.txt or conda.yml or docker image or Binder/Google Collab link
+
+- Python 3.8 or higher
+- Jupyter notebook or jupyter-lab
+- [Optional] graphviz for visualization of models
+  - Can be installed e.g. on Ubuntu with `sudo apt install graphviz`
 
 ## Usage
-* Clone the repository
-* Start { TOOL } and navigate to the workshop folder
+
+- Clone the repository
+- Install the required dependencies with `pip3 install -r requirements.txt`
 
 ## Video record
+
 Re-watch [this YouTube stream](link)
 
 ## Credits
-This workshop was set up by @pyladiesams and {your github handler}
+
+This workshop was set up by @pyladiesams and GiuliaCaglia.

pyproject.toml

@@ -0,0 +1,28 @@
+[tool.poetry]
+name = "introduction-to-pyro-pyladies"
+version = "0.1.0"
+description = ""
+authors = ["Giulia Caglia"]
+readme = "README.md"
+packages = [{include = "introduction_to_pyro_pyladies"}]
+
+[tool.poetry.dependencies]
+python = ">=3.8,<4.0"
+pyro-ppl = "^1.8.4"
+pandas = "^2.0.0"
+scikit-learn = "^1.2.2"
+pyarrow = "^12.0.0"
+graphviz = "^0.20.1"
+plotly = "^5.14.1"
+seaborn = "^0.12.2"
+torchvision = "^0.15.2"
+torchsummary = "^1.5.1"
+
+[tool.poetry.group.dev.dependencies]
+jupyterlab = "^3.0.0"
+jupyter-black = "^0.3.4"
+black = "^23.3.0"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

requirements.txt

@@ -0,0 +1,45 @@
+certifi==2023.5.7 ; python_version >= "3.8" and python_version < "4.0"
+charset-normalizer==3.1.0 ; python_version >= "3.8" and python_version < "4.0"
+colorama==0.4.6 ; python_version >= "3.8" and python_version < "4.0" and platform_system == "Windows"
+contourpy==1.0.7 ; python_version >= "3.8" and python_version < "4.0"
+cycler==0.11.0 ; python_version >= "3.8" and python_version < "4.0"
+filelock==3.12.0 ; python_version >= "3.8" and python_version < "4.0"
+fonttools==4.39.4 ; python_version >= "3.8" and python_version < "4.0"
+graphviz==0.20.1 ; python_version >= "3.8" and python_version < "4.0"
+idna==3.4 ; python_version >= "3.8" and python_version < "4.0"
+importlib-resources==5.12.0 ; python_version >= "3.8" and python_version < "3.10"
+jinja2==3.1.2 ; python_version >= "3.8" and python_version < "4.0"
+joblib==1.2.0 ; python_version >= "3.8" and python_version < "4.0"
+kiwisolver==1.4.4 ; python_version >= "3.8" and python_version < "4.0"
+markupsafe==2.1.2 ; python_version >= "3.8" and python_version < "4.0"
+matplotlib==3.7.1 ; python_version >= "3.8" and python_version < "4.0"
+mpmath==1.3.0 ; python_version >= "3.8" and python_version < "4.0"
+networkx==3.1 ; python_version >= "3.8" and python_version < "4.0"
+numpy==1.24.3 ; python_version >= "3.8" and python_version < "4.0"
+opt-einsum==3.3.0 ; python_version >= "3.8" and python_version < "4.0"
+packaging==23.1 ; python_version >= "3.8" and python_version < "4.0"
+pandas==2.0.1 ; python_version >= "3.8" and python_version < "4.0"
+pillow==9.5.0 ; python_version >= "3.8" and python_version < "4.0"
+plotly==5.14.1 ; python_version >= "3.8" and python_version < "4.0"
+pyarrow==12.0.0 ; python_version >= "3.8" and python_version < "4.0"
+pyparsing==3.0.9 ; python_version >= "3.8" and python_version < "4.0"
+pyro-api==0.1.2 ; python_version >= "3.8" and python_version < "4.0"
+pyro-ppl==1.8.4 ; python_version >= "3.8" and python_version < "4.0"
+python-dateutil==2.8.2 ; python_version >= "3.8" and python_version < "4.0"
+pytz==2023.3 ; python_version >= "3.8" and python_version < "4.0"
+requests==2.31.0 ; python_version >= "3.8" and python_version < "4.0"
+scikit-learn==1.2.2 ; python_version >= "3.8" and python_version < "4.0"
+scipy==1.9.3 ; python_version >= "3.8" and python_version < "4.0"
+seaborn==0.12.2 ; python_version >= "3.8" and python_version < "4.0"
+six==1.16.0 ; python_version >= "3.8" and python_version < "4.0"
+sympy==1.12 ; python_version >= "3.8" and python_version < "4.0"
+tenacity==8.2.2 ; python_version >= "3.8" and python_version < "4.0"
+threadpoolctl==3.1.0 ; python_version >= "3.8" and python_version < "4.0"
+torch==2.0.1 ; python_version >= "3.8" and python_version < "4.0"
+torchsummary==1.5.1 ; python_version >= "3.8" and python_version < "4.0"
+torchvision==0.15.2 ; python_version >= "3.8" and python_version < "4.0"
+tqdm==4.65.0 ; python_version >= "3.8" and python_version < "4.0"
+typing-extensions==4.6.1 ; python_version >= "3.8" and python_version < "4.0"
+tzdata==2023.3 ; python_version >= "3.8" and python_version < "4.0"
+urllib3==2.0.2 ; python_version >= "3.8" and python_version < "4.0"
+zipp==3.15.0 ; python_version >= "3.8" and python_version < "3.10"