Collection of articles listing reasons why data science projects fail.
☆463Mar 14, 2021Updated 5 years ago
Alternatives and similar repositories for datascience-fails
Users that are interested in datascience-fails are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Hypergol is a Data Science/Machine Learning productivity toolkit to accelerate any projects into production with autogenerated code, stan…☆54Mar 25, 2023Updated 3 years ago
- Code and files to go along with CS329s machine learning model deployment tutorial.☆622Nov 12, 2022Updated 3 years ago
- A curated list of references for MLOps☆13,957Nov 21, 2024Updated last year
- A skeleton project for setting up a Dash app on Google Cloud Platform☆11Jun 23, 2025Updated last year
- Version control for machine learning☆1,680Feb 25, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- logboard: Monitor and Compare Logs on Browser/Terminal.☆21Sep 19, 2019Updated 6 years ago
- Hummingbird compiles trained ML models into tensor computation for faster inference.☆3,534Jul 17, 2025Updated last year
- Python module for data scientists for quick creating annotation projects.☆85Jul 13, 2021Updated 5 years ago
- This repo is an approach to TDD in machine learning model operation. it covers project structure, testing essentials using pytest with Gi…☆15Dec 2, 2020Updated 5 years ago
- ☆15Jul 17, 2018Updated 8 years ago
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆10,459Apr 15, 2023Updated 3 years ago
- CraftML is a restful web service for easy pipeline creation without code.☆13Apr 18, 2021Updated 5 years ago
- A model-agnostic visual debugging tool for machine learning☆1,672Feb 5, 2025Updated last year
- HiPlot fetcher for experiments logged with MLflow☆14May 11, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- An end-to-end implementation of intent prediction with Metaflow and other cool tools☆876Jun 16, 2023Updated 3 years ago
- A library for debugging/inspecting machine learning classifiers and explaining their predictions☆2,775Apr 8, 2026Updated 3 months ago
- ♾️ CML - Continuous Machine Learning | CI/CD for ML☆4,183Jun 2, 2025Updated last year
- Algorithms for explaining machine learning models☆2,637Oct 17, 2025Updated 9 months ago
- Data science interview questions and answers☆10,083Jun 1, 2026Updated last month
- ☆25Jul 11, 2024Updated 2 years ago
- Content for ML REPA MeetUps☆30Jan 27, 2020Updated 6 years ago
- The purpose of the catalog is to help data science teams to collect all the requirements to consider while building a ML model and produc…☆136Jan 10, 2021Updated 5 years ago
- 🌊 Online machine learning in Python☆5,884Updated this week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Always know what to expect from your data.☆11,658Updated this week
- A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning☆20,792Updated this week
- Materials for my 2021 NYU class on NLP and ML Systems (Master of Engineering).☆96Dec 19, 2022Updated 3 years ago
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆29,941Jul 18, 2024Updated 2 years ago
- Keras implementation of layer which performs augmentations of images using GPU.☆49Oct 6, 2021Updated 4 years ago
- Paper and talk from KDD 2019 XAI Workshop☆20May 31, 2020Updated 6 years ago
- Extension for tqdm progressbar in Telegram☆66Nov 6, 2019Updated 6 years ago
- machine learning with logical rules in Python☆663Jan 31, 2024Updated 2 years ago
- Algorithms for outlier, adversarial and drift detection☆2,540Dec 11, 2025Updated 7 months ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Open source tutorial-based Machine Learning framework☆16Dec 8, 2022Updated 3 years ago
- Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and…☆10,926Updated this week
- Benchmarking different approaches for categorical encoding for tabular data☆173Jun 22, 2022Updated 4 years ago
- Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML va…☆4,039Dec 28, 2025Updated 6 months ago
- Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).☆1,600May 26, 2026Updated last month
- PyTorch extensions for fast R&D prototyping and Kaggle farming☆1,574Oct 9, 2025Updated 9 months ago
- A helpful 5-page machine learning cheatsheet to assist with exam reviews, interview prep, and anything in-between.☆5,427Mar 15, 2023Updated 3 years ago