Power your customer experience engine with Weights & Biases
From generative media and personalization systems to sentiment analysis and augmented experiences, AI and machine learning are changing how we interact with the world around us. See why MLOps teams at media, entertainment, and consumer brands rely on Weights & Biases to stay ahead of the competition.
Trusted by the biggest media and entertainment companies in the world
Pandora, a leading audio entertainment streaming service, uses W&B to streamline model development and improve recommender systems.
Monsters Aliens Robots Zombies (MARZ) relies on W&B to ensure the best models get deployed in production as they drive the future of VFX for hit TV shows.
Kabam, a leading mobile gaming company, relies on W&B to keep their games fun–and balanced–when they release new features.
Enhance customer personalization by increasing modeling scale
Weights & Biases is ideally suited to help scale up recommender and personalization systems, and is built to handle large-scale and complex models. Feed and train more data, and run significantly more experiments to continuously fine-tune the personalizations you serve up to customers.
Examples
Optimize and fine-tune your NLP models in real-time
Improve your natural language processing models for customer care chatbots, sentiment analysis, content moderation, or entity recognition use cases. W&B’s Experiment Tracking, Hyperparameter Tuning, and Artifact logging—all in one collaborative platform—makes it easy toquickly identify model failure points and make adjustments to keep model performance high in an ever-changing media landscape.
Examples
Build unbiased, explainable models
Consumer trust is paramount in the media and entertainment industries, and Weights & Biases’ continuous insights into model behavior and bias detection help you ensure explainability and inclusivity. Use configurable visualizations and templated reports to communicate with key stakeholders on market sentiment and saturation, and ensure full collaboration in experiment analysis and research.
Examples
Reproducibility and explainability out of the box
Weights & Biases is your powerful system of all ML records. Capture every detail of your ML activities, versions, and changes, so you can reproduce models in seconds. Record model evolutions and compare metrics, lineages, and datasets. Update and rollback models with ease and keep compliance documentation at your fingertips.
Work securely in your chosen environment
Power up your models without sacrificing security. Deploy Weights & Biases in the cloud or on-prem with custom permissions and data obfuscation to fit your privacy protocols. Easily import and export everything logged. Keep all your data yours.
See W&B in action
Emmy-Nominated Visual FX with W&B
Reinforcement Learning for Video Game Characters
Tune and Track Reinforcement Learning Models
Strategy Game Reinforcement Learning
Editing Videos to Remove Objects and their Effects
The Weights & Biases platform helps you streamline your workflow from end to end
Models
Experiments
Track and visualize your ML experiments
Sweeps
Optimize your hyperparameters
Model Registry
Register and manage your ML models
Automations
Trigger workflows automatically
Launch
Package and run your ML workflow jobs
Weave
Traces
Explore and
debug LLMs
Evaluations
Rigorous evaluations of GenAI applications