InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now. Learn more →
Top 23 Jupyter Notebook Mlops Projects
-
-
Stream
Stream - Scalable APIs for Chat, Feeds, Moderation, & Video. Stream helps developers build engaging apps that scale to millions with performant and flexible Chat, Feeds, Moderation, and Video APIs and SDKs powered by a global edge network and enterprise-grade infrastructure.
-
agents-towards-production
This repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents, guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches.
-
-
amazon-sagemaker-examples
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
-
evidently
Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
-
higgsfield
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters
-
-
InfluxDB
InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
-
whylogs
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
-
hamilton
Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
Project mention: Apache Hamilton (incubating): a Python library for DAGs of data transformations | news.ycombinator.com | 2025-08-03 -
-
superlinked
Superlinked is a Python framework for AI Engineers building high-performance search & recommendation applications that combine structured and unstructured data.
Project mention: You Don't Need Re-Ranking: Understanding the Superlinked Vector Layer | news.ycombinator.com | 2025-05-23 -
mlops-python-package
Kickstart your MLOps initiative with a flexible, robust, and productive Python package.
-
-
serverless-ml-course
Serverless Machine Learning Course for building AI-enabled Prediction Services from models and features
-
vertex-ai-samples
Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage machine learning and generative AI workflows using Google Cloud Vertex AI.
What I Learned In The Process: The biggest learning was around Gemini's image capabilities. Not all Gemini models support image generation — I discovered that "nano banana" is actually gemini-2.0-flash-image (also known as gemini-2.5-preview-image). I also learned that Google API keys from different sources have different capabilities. My first API key from AI Studio didn't work because I couldn't enable Vertex AI for it. When I switched to an API key from Google Cloud Console, I was able to enable Vertex AI and everything worked.
-
MLSys-NYU-2022
Slides, scripts and materials for the Machine Learning in Finance Course at NYU Tandon, 2022
-
fsdl-text-recognizer-2022-labs
Complete deep learning project developed in Full Stack Deep Learning, 2022 edition. Generated automatically from https://github.com/full-stack-deep-learning/fsdl-text-recognizer-2022
-
mlops-with-vertex-ai
An end-to-end example of MLOps on Google Cloud using TensorFlow, TFX, and Vertex AI
-
-
TorchServe: Model Serving for PyTorch
-
examples
📝 Examples of how to use Neptune for different use cases and with various MLOps tools (by neptune-ai)
-
-
-
SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).
Jupyter Notebook Mlops discussion
Jupyter Notebook Mlops related posts
-
Arize Phoenix: observability tool for experimentation and evaluation of LLMs
-
Should I Use a Framework to Build an Agent? Code vs. LangGraph vs. Workflows
-
Wk 4: Deployment - MLOPs with DataTalks
-
Wk 2 Experiment Tracking: MLOPs with DataTalks
-
Wk 1: MLOPs with DataTalks
-
Created a plastic object detection model using AWS technologies 🌍🤖
-
Created a plastic object detection model using AWS technologies 🌍🤖
- A note from our sponsor - InfluxDB www.influxdata.com | 23 Dec 2025
Index
What are some of the best open-source Mlops projects in Jupyter Notebook? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Made-With-ML | 44,375 |
| 2 | agents-towards-production | 15,957 |
| 3 | mlops-zoomcamp | 13,875 |
| 4 | amazon-sagemaker-examples | 10,828 |
| 5 | evidently | 6,920 |
| 6 | higgsfield | 3,498 |
| 7 | mlops-course | 3,222 |
| 8 | whylogs | 2,783 |
| 9 | hamilton | 2,340 |
| 10 | MLOps | 2,034 |
| 11 | superlinked | 1,456 |
| 12 | mlops-python-package | 1,379 |
| 13 | efficient-dl-systems | 926 |
| 14 | serverless-ml-course | 678 |
| 15 | vertex-ai-samples | 578 |
| 16 | MLSys-NYU-2022 | 533 |
| 17 | fsdl-text-recognizer-2022-labs | 477 |
| 18 | mlops-with-vertex-ai | 402 |
| 19 | fake-news | 163 |
| 20 | serving-pytorch-models | 102 |
| 21 | examples | 86 |
| 22 | whylogs-examples | 49 |
| 23 | mltraq | 44 |
Sponsored
Stream - Scalable APIs for Chat, Feeds, Moderation, & Video.
Stream helps developers build engaging apps that scale to millions with performant and flexible Chat, Feeds, Moderation, and Video APIs and SDKs powered by a global edge network and enterprise-grade infrastructure.
getstream.io