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applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

arniwesth.github.io

around-dataengineering

A Data Engineering & Machine Learning Knowledge Hub

awesome-analytics

A curated list of analytics frameworks, software and other tools.

awesome-dbt

A curated list of awesome dbt resources

awesome-machine-learning

A curated list of awesome Machine Learning frameworks, libraries and software.

awesome-mlops

A curated list of references for MLOps

awesome-online-machine-learning

Online machine learning resources

awesome_time_series_in_python

This curated list contains python packages for time series analysis

bigquery-view-analyzer

Command-line tool for visualizing dependencies and managing permissions between BigQuery views.

channel-attribution-model

An attention-based Recurrent Neural Net multi-touch attribution model in a supervised learning fashion of predicting if a series of events leads to conversion (purchase). The trained model can also assign credits to channels. The model also incorporates user-context information, such as user demographics and behavior, as control variables to reduce the estimation biases of media effects.

cloud-foundation-toolkit

The Cloud Foundation toolkit provides GCP best practices as code.

cloud-run-button

Let anyone deploy your GitHub repos to Google Cloud Run with a single click

cloudrun-series

crypto-rl

Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

ctc-executioner

Master Thesis: Limit order placement with Reinforcement Learning

data-engineer-roadmap

Roadmap to becoming a data engineer in 2020

data-science-at-scale

A Pythonic introduction to methods for scaling your data science and machine learning work to larger datasets and larger models, using the tools and APIs you know and love from the PyData stack (such as numpy, pandas, and scikit-learn).

dbda-python

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

dbt-airflow-docker-compose

Execution of DBT models using Apache Airflow through Docker Compose

dbt-container-skeleton

All the basics to get a nice containerized dbt development environment

dbt-ga4

dbt2looker

Generate lookml for views from dbt models

dbt_hacks

A bunch of hacks developed around dbt

deep-learning-for-order-book-price-and-movement-predictions

Limit Order Book data analysis and modeling using LSTM network

detectron2

Detectron2 is FAIR's next-generation research platform for object detection and segmentation.

dl_lob_trading_and_midpirce_movement

Deep learning for limit order book trading and mid-price movement

fight-churn

Code from the book Fighting Churn With Data

financedatabase

This is a database of 180.000+ symbols containing Equities, ETFs, Funds, Indices, Futures, Options, Currencies, Cryptocurrencies and Money Markets.

ga4-bigquery-starter

A starter package of dbt models for the GA4 BigQuery stream