An Introduction to Reinforcement Learning with OpenAI Gym, RLlib, and Google Colab
One possible definition of reinforcement learning (RL) is a computational approach to learning how to maximize the total sum of rewards when interacting with an environment. While a definition is useful, this tutorial aims to illustrate what reinforcement learning is through images, code, and video examples and along the way introduce reinforcement learning terms like agents and environments.
https://t.co/26M1W8Wnho
One possible definition of reinforcement learning (RL) is a computational approach to learning how to maximize the total sum of rewards when interacting with an environment. While a definition is useful, this tutorial aims to illustrate what reinforcement learning is through images, code, and video examples and along the way introduce reinforcement learning terms like agents and environments.
https://t.co/26M1W8Wnho
Medium
An Introduction to Reinforcement Learning with OpenAI Gym, RLlib, and Google Colab
An introductory tutorial on reinforcement learning with OpenAI Gym, RLlib, and Google Colab
Spice.ai
Spice.ai is an open source, portable runtime for training and using deep learning on time series data.
https://github.com/spiceai/spiceai
Spice.ai is an open source, portable runtime for training and using deep learning on time series data.
https://github.com/spiceai/spiceai
GitHub
GitHub - spiceai/spiceai: A portable accelerated SQL query, search, and LLM-inference engine, written in Rust, for data-grounded…
A portable accelerated SQL query, search, and LLM-inference engine, written in Rust, for data-grounded AI apps and agents. - spiceai/spiceai
Speeding up Python Jupyter notebooks 25x with simple concurrency, and fast AWS servers
https://www.thehousesometimeswins.com/blog/speeding-up-jupyter-python
https://www.thehousesometimeswins.com/blog/speeding-up-jupyter-python
Making Numpy Accessible: Guidelines and Tools
https://labs.quansight.org/blog/2021/07/numpy-accessibility-guidelines/
https://labs.quansight.org/blog/2021/07/numpy-accessibility-guidelines/
Quansight Labs
Making Numpy Accessible: Guidelines and Tools
Header illustration by author, Mars Lee
Numpy is now foundational to Python scientific computing. Our efforts reach
millions of developers each month. As our user base grows, we recognize that we
are
Numpy is now foundational to Python scientific computing. Our efforts reach
millions of developers each month. As our user base grows, we recognize that we
are
5 Advanced Tips on Python Sequences
Notes from Fluent Python by Luciano Ramalho.Photo by NASA on Unsplash“66% of data scientists are ...
https://towardsdatascience.com/5-advanced-tips-on-python-sequences-5b0e09a21a83
Notes from Fluent Python by Luciano Ramalho.Photo by NASA on Unsplash“66% of data scientists are ...
https://towardsdatascience.com/5-advanced-tips-on-python-sequences-5b0e09a21a83
Medium
5 Advanced Tips on Python Sequences
Notes from Fluent Python by Luciano Ramalho.
CleanAPI
Pretty tornado wrapper for making lightweight REST API services.
https://github.com/vlakir/cleanapi
Pretty tornado wrapper for making lightweight REST API services.
https://github.com/vlakir/cleanapi
GitHub
GitHub - vlakir/cleanapi: Pretty tornado wrapper for making lightweight REST API services
Pretty tornado wrapper for making lightweight REST API services - GitHub - vlakir/cleanapi: Pretty tornado wrapper for making lightweight REST API services
Python for Distributed Systems
How to write scripts that are horizontally scalable for big data.
https://www.babbling.fish/elt-cookbook-python/
How to write scripts that are horizontally scalable for big data.
https://www.babbling.fish/elt-cookbook-python/
www.babbling.fish
Python for Distributed Systems
Common design patterns used by data engineers to write python scripts that can be horizontally scaled on a stateless task runner.
Python-World / python-mini-projects
A collection of simple python mini projects to enhance your python skills
https://github.com/Python-World/python-mini-projects
A collection of simple python mini projects to enhance your python skills
https://github.com/Python-World/python-mini-projects
GitHub
GitHub - Python-World/python-mini-projects: A collection of simple python mini projects to enhance your python skills
A collection of simple python mini projects to enhance your python skills - Python-World/python-mini-projects
Huracan
Open source, 0-dimensional, object-oriented airbreathing engine modelling package for preliminary analysis and design of airbreathing engines, divulgation and educational purposes.
https://github.com/alopezrivera/huracan
Open source, 0-dimensional, object-oriented airbreathing engine modelling package for preliminary analysis and design of airbreathing engines, divulgation and educational purposes.
https://github.com/alopezrivera/huracan
GitHub
GitHub - alopezrivera/huracan: Open source, 0-dimensional, object-oriented airbreathing engine modelling package for preliminary…
Open source, 0-dimensional, object-oriented airbreathing engine modelling package for preliminary analysis and design of airbreathing engines, divulgation and educational purposes. - alopezrivera/h...
Deriving Guitar Theory in ~400 Lines of Python
This article looks at applying basic music theory to the guitar using Python in order to derive chords and scales for alternate tunings.
https://www.mvanga.com/blog/deriving-guitar-theory-in-400-lines-of-python
This article looks at applying basic music theory to the guitar using Python in order to derive chords and scales for alternate tunings.
https://www.mvanga.com/blog/deriving-guitar-theory-in-400-lines-of-python
Mvanga
Deriving Guitar Theory in ~400 Lines of Python | Manohar Vanga
An introduction to applying basic Western music theory to the guitar using the Python programming language to derive chords and scales.
Can We Forecast the Number of Sunspots?
I will be predicting the number of monthly Sunspots using time series analysis. The models that ...
https://towardsdatascience.com/modelling-the-number-of-sunspots-with-time-series-analysis-39ce7d88cff3
I will be predicting the number of monthly Sunspots using time series analysis. The models that ...
https://towardsdatascience.com/modelling-the-number-of-sunspots-with-time-series-analysis-39ce7d88cff3
Medium
Can We Forecast the Number of Sunspots?
I will be predicting the number of monthly Sunspots using time series analysis. The models that will be explored in-depth are the ARMA and…
Difference between del keyword, remove() method and pop() method on Python Lists | Explained using Manim Library animation
https://www.reddit.com/r/madeinpython/comments/piuka5/difference_between_del_keyword_remove_method_and/
https://www.reddit.com/r/madeinpython/comments/piuka5/difference_between_del_keyword_remove_method_and/
reddit
Difference between del keyword, remove() method and pop() method...
Posted in r/madeinpython by u/restinworld • 19 points and 2 comments
State Pattern in Python
Learn to implement state pattern and finite state machines using Python.
https://auth0.com/blog/state-pattern-in-python/
Learn to implement state pattern and finite state machines using Python.
https://auth0.com/blog/state-pattern-in-python/
Auth0 - Blog
State Pattern in Python
Learn to implement state pattern and finite state machines using Python.
I made a Password Manager for the Terminal - Let me know where it's hackable!
https://www.reddit.com/r/Python/comments/p22p35/i_made_a_password_manager_for_the_terminal_let_me/
https://www.reddit.com/r/Python/comments/p22p35/i_made_a_password_manager_for_the_terminal_let_me/
Reddit
From the Python community on Reddit: I made a Password Manager for the Terminal - Let me know where it's hackable!
Explore this post and more from the Python community
Pedalboard
A Python library for adding effects to audio. It was built by Spotify's Audio Intelligence Lab to enable using studio-quality audio effects from within Python and TensorFlow.
https://github.com/spotify/pedalboard
A Python library for adding effects to audio. It was built by Spotify's Audio Intelligence Lab to enable using studio-quality audio effects from within Python and TensorFlow.
https://github.com/spotify/pedalboard
GitHub
GitHub - spotify/pedalboard: 🎛 🔊 A Python library for audio.
🎛 🔊 A Python library for audio. Contribute to spotify/pedalboard development by creating an account on GitHub.
New Ways to Be Told That Your Python Code Is Bad
https://nickdrozd.github.io/2021/09/02/new-pylint-checks.html
https://nickdrozd.github.io/2021/09/02/new-pylint-checks.html
Something Something Programming
Exciting New Ways To Be Told That Your Python Code is Bad
I love linters. A linter is a program that looks for problems in code without running it. There is something gratifying about running a linter on a codebase and seeing a big list of warnings and errors. Sometimes it can even be fun to fix them!
A friendly introduction to machine learning compilers and optimizers
Understanding how compilers work can help you choose the right compiler to bring your models to your hardware of choice as well as diagnose performance issues and speed up your models. This post is a friendly, tearless introduction to ML compilers.
https://huyenchip.com//2021/09/07/a-friendly-introduction-to-machine-learning-compilers-and-optimizers.html
Understanding how compilers work can help you choose the right compiler to bring your models to your hardware of choice as well as diagnose performance issues and speed up your models. This post is a friendly, tearless introduction to ML compilers.
https://huyenchip.com//2021/09/07/a-friendly-introduction-to-machine-learning-compilers-and-optimizers.html
Chip Huyen
A friendly introduction to machine learning compilers and optimizers
[Twitter thread, Hacker News discussion]
The Double Pendulum in Python
Learn how to derive the system of differential equations for the double pendulum using sympy, solve the system of equations numerically using scipy's odeint function, and create an animation of the double pendulum using matplotlib.
https://www.youtube.com/watch?v=8ZZDNd4eyVI
Learn how to derive the system of differential equations for the double pendulum using sympy, solve the system of equations numerically using scipy's odeint function, and create an animation of the double pendulum using matplotlib.
https://www.youtube.com/watch?v=8ZZDNd4eyVI
YouTube
The Double Pendulum in PYTHON
In this video I derive the system of differential equations for the double pendulum using sympy, solve the system of equations numerically using scipy's odeint function, and create an animation of the double pendulum using matplotlib.
Code:
https://git…
Code:
https://git…
What python projects have you worked on to help you learn coding fundamentals?
https://www.reddit.com/r/learnpython/comments/pjdzd2/what_python_projects_have_you_worked_on_to_help/
https://www.reddit.com/r/learnpython/comments/pjdzd2/what_python_projects_have_you_worked_on_to_help/
reddit
What python projects have you worked on to help you learn coding...
I’m pretty new to python and would be interested to hear about projects others have undertaken to increase their proficiency. My focus has been...