Repository Index

Data Hacking Project

Easy pipelines for pandas DataFrames.

• pandas
• pandas-dataframe
• pipeline
• data

Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.

🍇 GRAPE is a Rust/Python Graph Representation Learning library for Predictions and Evaluations

• graph
• high-performance
• machine-learning
• knowledge-graph

IPython notebooks on Gilbert Strang's MIT course on linear algebra (18.06)

food image to recipe with deep convolutional neural networks.

• convolutional-neural-networks
• keras
• chef
• deep-learning

Mostly experiments based on "Advances in financial machine learning" book

Cleora AI is a general-purpose open-source model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data. Created by Synerise.com team.

• ai
• graphs
• synerise
• embeddings

Full tutorial of computer vision and machine learning basics with OpenCV and Keras in Python.

optimization routines for hyperparameter tuning

Every day, millions of traders around the world are trying to make money by trading stocks. These days, physical traders are also being replaced by automated trading robots. Algorithmic trading market has experienced significant growth rate and large number of firms are using it. I have tried to build a Deep Q-learning reinforcement agent model to do automated stock trading.

Open source remote sensing dataset with benchmarks

scikit-learn wrappers for Python fastText.

Usiigaci: stain-free cell tracking in phase contrast microscopy enabled by supervised machine learning

• tensorflow
• python3
• keras
• resnet-101

Wrapper for RDKit's RunReactants to improve stereochemistry handling

scPerturb: A resource and a python/R tool for single-cell perturbation data

• cite-seq
• database
• perturbation
• scatac-seq

openvino version of openai/whisper

• whisper
• asr
• openvino

A python Two Source Energy Balance model for estimation of evapotranspiration with remote sensing data

• source-energy-balance
• canopy
• soil
• radiometric-temperatures

🏃 The go-to single-cell Foundation Model

• batch-correction
• cell-biology
• celltype-annotation
• denoising

Code for "Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution", NeurIPS 2022.

• disentanglement
• drug-discovery
• genomics
• perturbation

⬛ Python Individual Conditional Expectation Plot Toolbox

• machine-learning
• interpretability

Tools for pen plotting in Python

A collection of tasks to probe the effectiveness of protein sequence representations in modeling aspects of protein design

• protein
• protein-sequences
• protein-design
• representation-learning

General Modeling Network Specification

• network
• specification
• highway-network
• road-network