Comet ML

Comet's machine learning platform integrates with your existing infrastructure and tools so you can manage, visualize, and optimize models—from training runs to production monitoring. Comet's ML platform supports productivity, reproducibility, and collaboration, no matter what tools you use to train and deploy models: managed, open source, or in-house. Use Comet's platform on cloud, virtual private cloud (VPC), or on-premises. Manage and version your training data, track and compare training runs, create a model registry, and monitor your models in production—all in one platform. Run Comet's ML platform on any infrastructure. Bring your existing software and data stack. Use code panels to create visualizations in your preferred user interfaces. Comet's ML platform is trusted by innovative data scientists, ML practitioners, and engineers in the most demanding enterprise environments. Our mission is to empower practitioners and teams to achieve business value with AI. Comet builds tools that help data scientists, engineers, and team leaders accelerate and optimize machine learning and deep learning models. Organizations of every size—from academic teams to startups to enterprise companies—use our platform to build better ML models faster. Despite machine learning's proven potential to deliver outsized business outcomes, it is a slow, iterative process with many challenges and moving parts. Addressing fundamental pain points and reducing friction in the ML workflow allows data scientists and ML practitioners to share their work, iterate, and reproduce results so they can build better models faster. Our mission is to empower practitioners and teams to achieve business value with AI. Comet builds tools that help data scientists, engineers, and team leaders accelerate and optimize machine learning and deep learning models. Organizations of every size—from academic teams to startups to enterprise companies—use our platform to build better ML models faster. Leadership Team AI: The Century's Biggest Opportunity Despite machine learning's proven potential to deliver outsized business outcomes, it is a slow, iterative process with many challenges and moving parts. Addressing fundamental pain points and reducing friction in the ML workflow allows data scientists and ML practitioners to share their work, iterate, and reproduce results so they can build better models faster. 'Leading edge companies that have implemented modern AI development platforms are realizing the benefits, full potential, and value from their machine learning initiatives.' VentureBeat, 2022 About Us | Comet ML GIDEON MENDELS CEO AND CO-FOUNDER, COMET The New ML Development Stack Today, there is too much distance between machine learning done in academia and creating real value from machine learning initiatives in production environments. Most companies are still trying to figure out their processes and technology stacks, and many are struggling to realize value from their machine learning investment. To reduce the friction caused by disconnected ML tech stacks and to help companies realize value from ML, Comet focuses on the three core elements of development: experiment management, model management, and production monitoring. Comet's highly customizable ML development platform allows data scientists and engineers to manage and optimize models across the entire ML lifecycle in a single user interface.skip to Main Content Comet Launches Prompt Management Tools to revolutionize your Large Language Model workflow. Learn More Enterprise Products Customers Resources Learn Pricing Company Events Press Releases Login Create a Free Account Less friction, more ML Comet's machine learning platform integrates with your existing infrastructure and tools so you can manage, visualize, and optimize models—from training runs to production monitoring. Try Comet Free Talk to Us Watch brief demo Trusted by the most innovative ML teams Monitor and manage models, from small teams to massive scale Easy to integrate with any training environment Add two lines of code to your notebook or script and automatically start tracking code, hyperparameters, metrics, and more, so you can compare and reproduce training runs. Experiment Management Track and share training run results in real time Build your own tailored, interactive visualizations Track and version datasets and artifacts Manage your models and trigger deployments Monitor your models in production Easy Integration Add two lines of code to your notebook or script and automatically start tracking code, hyperparameters, metrics, and more. Try a Live Notebook EXPERIMENT MANAGEMENT Pytorch Pytorch Lightning Hugging Face Keras Tensorflow Scikit-learn XGBoost Any framework MODEL MONITORING Any Framework from comet_ml import Experiment import torch.nn as nn # 1. Define a new experiment experiment = Experiment(project_name='YOUR PROJECT') # 2. Create your model class class RNN(nn.Module): #... Define your Class # 3. Train and test your model while logging everything to Comet with experiment.train(): # ...Train your model and log metrics experiment.log_metric('accuracy', correct / total, step = step) # 4. View real-time metrics in Comet An Extensible, Fully Customizable Machine Learning Platform Comet's ML platform supports productivity, reproducibility, and collaboration, no matter what tools you use to train and deploy models: managed, open source, or in-house. Use Comet's platform on cloud, virtual private cloud (VPC), or on-premises. Manage and version your training data, track and compare training runs, create a model registry, and monitor your models in production—all in one platform. Move ML Forward—Your Way Run Comet's ML platform on any infrastructure. Bring your existing software and data stack. Use code panels to create visualizations in your preferred user interfaces. Before Comet After Comet Infrastructure An ML Platform Built for Enterprise, Driven by Community Comet's ML platform is trusted by innovative data scientists, ML practitioners, and engineers in the most demanding enterprise environments. ENTERPRISE USER 'Comet has aided our success with ML and serves to further ML development within Zappos.' 10% reduction in order returns due to size KYLE ANDERSON DIRECTOR OF SOFTWARE ENGINEERING Get started today, free Create Free Account Contact Sales Subscribe to Comet Sign up to receive the Comet newsletter and never miss out on the latest ML updates, news and events! *First Name: *Last Name: *Email Address: Get Updates Products Experiment Management Artifacts Model Registry Model Production Monitoring LLMOps Learn Documentation Resources Comet Blog Deep Learning Weekly Heartbeat Company About Us News and Events Careers Contact Us Products Pricing Create a Free Account Contact Sales Follow Us LinkedIn Twitter Youtube Facebook © 2023 Comet ML, Inc. - All Rights Reserved Terms of Service Privacy Policy CCPA Privacy Notice Cookie Settings ×Close mobile menu Enterprise Products Customers Resources Learn Pricing Company Login Create a Free Account 1 skip to Main Content Enterprise Products Customers Resources Learn Pricing Company Events Press Releases Login Create a Free Account Home › Enterprise Realize Business Value with AI Faster Leading Fortune-100 companies use Comet to improve productivity, collaboration, and visibility for their ML projects. Comet's ML platform is built to handle the intense demands of enterprise deep learning at scale. Schedule a Demo Hundreds of Innovative Teams Choose Comet Built for the Intense Demands of Enterprise Deep Learning at Scale Comet's platform supports some of the world's most innovative enterprise teams deploying deep learning at massive scale. Deploy our purpose-built platform wherever you train your models, even with the tools you build and maintain. Design the solutions architecture that best fits your business requirements, use cases, and deployment strategy. Our expert team provides DevOps, product, and technical support. Any Infrastructure Comet's platform supports any deployment strategy, so you can use the best infrastructure for your requirements. We treat virtual private cloud (VPC) and on-premises environments as first-class citizens. API-first Integrations Use your preferred data science libraries and frameworks. You have the freedom to choose the best tools for your organization and use case. Get started fast, by adding two lines of code to your training environment. Enterprise Scale and Support From onboarding through regular business reviews, our Customer Success team provides DevOps, product, and technical support. Our 24/7, multi-channel support network ensures your team can ask questions, request features, and get help as soon as they need it. Easy to Set Up Security and Control Comet gives you a peace of mind that experiments, models, and results are saved, secure, and encrypted. With full integrations into SSO, SAML, LDAP, and CAS, you can easily manage users and team. Comet is SOC 2 certified. Auditing and Explainability Comet's platform allows you to review your models, providing insights and tools to understand feature importance, meet AI compliance standards, and debug models faster. Get started today for free. Create Free Account Contact Sales Subscribe to Comet Sign up to receive the Comet newsletter and never miss out on the latest ML updates, news and events! *First Name: *Last Name: *Email Address: Get Updates Products Experiment Management Artifacts Model Registry Model Production Monitoring LLMOps Learn Documentation Resources Comet Blog Deep Learning Weekly Heartbeat Company About Us News and Events Careers Contact Us Products Pricing Create a Free Account Contact Sales Follow Us LinkedIn Twitter Youtube Facebook © 2023 Comet ML, Inc. - All Rights Reserved Terms of Service Privacy Policy CCPA Privacy Notice Cookie Settings ×Close mobile menu Enterprise Products Customers Resources Learn Pricing Company Login Create a Free Account 1