Awesome List Updates on Dec 17, 2022

7 awesome lists updated today.

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1. Awesome Python Data Science

Deep Learning / PyTorch

• pytorch-lightning (⭐27k) - PyTorch Lightning is just organized PyTorch.

Model Explanation / Others

• dalex (⭐1.3k) - moDel Agnostic Language for Exploration and explanation.

Optimization / Others

• OR-Tools - An open-source software suite for optimization by Google; provides a unified programming interface to a half dozen solvers: SCIP, GLPK, GLOP, CP-SAT, CPLEX, and Gurobi.

Feature Engineering / General

• sk-transformer (⭐8) - A collection of various pandas & scikit-learn compatible transformers for all kinds of preprocessing and feature engineering steps

Data Manipulation / Data Frames

• xarray (⭐3.4k) - Xarray combines the best features of NumPy and pandas for multidimensional data selection by supplementing numerical axis labels with named dimensions for more intuitive, concise, and less error-prone indexing routines.

Data Manipulation / Synthetic Data

• ydata-synthetic (⭐1.3k) - A package to generate synthetic tabular and time-series data leveraging the state-of-the-art generative models.

Experimentation / Synthetic Data

• mlflow (⭐17k) - Open source platform for the machine learning lifecycle.

• dvc (⭐13k) - Data Version Control | Git for Data & Models | ML Experiments Management.

Computations / Synthetic Data

• NumExpr (⭐2.1k) - A fast numerical expression evaluator for NumPy that comes with an integrated computing virtual machine to speed calculations up by avoiding memory allocation for intermediate results.

Quantum Computing / Synthetic Data

• cirq (⭐4.1k) - A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.

2. Awesome Cakephp

REST and API

• 🍰 CRUD plugin (⭐373) - CakePHP Application development on steroids - rapid prototyping / scaffolding & production-ready code.

3. Awesome Nix

Deployment Tools / Discovery

• Nixinate (⭐230) - A Nix flake library to provide app outputs for managing existing NixOS hosts over SSH.

4. Awesome Generative Deep Art

Papers Collection

• Aman's AI Journal • Papers List: set of seminal AI/ML papers curated by Aman Chadha

Online Tools and Applications

• AnimalAI: custom AI-generated animal portraits (profits are directed to various wildlife conservation organizations)

5. Awesome List

Business

• Engineering Strategy (⭐904) - How to design and execute engineering strategies for tech leadership.

6. Awesome Godot

2D / Godot 3.2+

• Falling Square (⭐17) - A simple mobile game to test your reflex.

7. Awesome Neovim

Editing Support / Diagnostics

• shortcuts/no-neck-pain.nvim (⭐458) - Center the currently focused buffer to the middle of your terminal.

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