Data Science toolset summary from 2021

• Prophet

  221 17,720 6.2 Python

  Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

  

Prophet - It is a time-series forecasting library built by Facebook. Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. It works best with time series that have strong seasonal effects and several seasons of historical data. Prophet is robust to missing data and shifts in the trend, and typically handles outliers well. Link - https://github.com/facebook/prophet

• examples

  143 7,742 6.2 Jupyter Notebook

  TensorFlow examples (by tensorflow)

  

Tensorflow - It is mainly used for training ML models which are based on Neural networks and Deep Learning. TensorFlow was developed by the Google Brain team for internal Google use. It can be used in a wide variety of programming languages, most notably Python, as well as Javascript, C++, and Java. This flexibility lends itself to a range of applications in many different sectors. Link - https://www.tensorflow.org/

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• PostgreSQL

  404 14,673 10.0 C

  Mirror of the official PostgreSQL GIT repository. Note that this is just a *mirror* - we don't work with pull requests on github. To contribute, please see https://wiki.postgresql.org/wiki/Submitting_a_Patch

  

• MySQL

  146 10,208 9.8 C++

  MySQL Server, the world's most popular open source database, and MySQL Cluster, a real-time, open source transactional database.

  

MySQL - https://www.mysql.com/

• MongoDB

  248 25,418 10.0 C++

  The MongoDB Database

  

MongoDB - https://www.mongodb.com/

• scikit-learn

  81 58,046 9.9 Python

  scikit-learn: machine learning in Python

  

Scikit-learn - It is one of the most widely used frameworks for Python based Data science tasks. It features various classification, regression and clustering algorithms including support vector machines, random forests, gradient boosting, k-means and DBSCAN, and is designed to interoperate with the Python numerical and scientific libraries NumPy and SciPy. Link - https://scikit-learn.org/

• Pytorch

  336 77,783 10.0 Python

  Tensors and Dynamic neural networks in Python with strong GPU acceleration

  

PyTorch - PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing, primarily developed by Facebook's AI Research lab. It is free and open-source software released under the Modified BSD license. Link - https://pytorch.org/

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• MLflow

  55 17,234 9.9 Python

  Open source platform for the machine learning lifecycle

  

MLflow - https://mlflow.org/

• Keras

  77 60,902 9.9 Python

  Deep Learning for humans

  

Keras - Keras is an open-source software library that provides a Python interface for artificial neural networks. Keras acts as an interface for the TensorFlow library. Link - https://keras.io/

• huggingface_hub

  104 1,675 9.6 Python

  The official Python client for the Huggingface Hub.

  

Huggingface - It is open source library for building transformer based language models. It is used in the field of Natural Language Processing. Large language models like BERT, GPT, etc. are implemented using this library. Link - https://huggingface.co/

• guildai

  16 856 8.8 Python

  Experiment tracking, ML developer tools

  

Guild.ai - https://guild.ai/

• nodejs-bigquery

  43 455 7.9 TypeScript

  Node.js client for Google Cloud BigQuery: A fast, economical and fully-managed enterprise data warehouse for large-scale data analytics.

  

Google Cloud BigQuery - https://cloud.google.com/bigquery

• catboost

  8 7,731 9.9 Python

  A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

  

Catboost - CatBoost is an open-source software library developed by Yandex. It provides a gradient boosting framework which attempts to solve for Categorical features using a permutation driven alternative compared to the classical algorithm. Link - https://catboost.ai/

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