Yandex DataSphere tutorials
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Updated at December 16, 2024
Setup
- Setting up a project to work with a cloud Yandex Cloud
- How to set up a student community
- How to automate project setup using APIs
- Integrating with Yandex Data Processing
Development
- Classification of images in video frames
- Running computations on a schedule in DataSphere
- Running computations in DataSphere using the API
- Geocoding with the Yandex Maps API for data visualization in DataLens
- Using data from Yandex Object Storage to train a model in DataSphere
- Creating an MLFlow server for logging experiments and artifacts
Deployment
- Deploying a service from an ONNX model
- Deploying a service based on a Docker image
- Deploying a service based on a Docker image with FastAPI
- Deploying a gRPC service based on a Docker image
- YandexGPT model tuning
- Tuning classifiers based on YandexGPT
- Image generation using the Stable Diffusion model
Analytics
- Web analytics with funnels and cohorts calculated based on Yandex Metrica data
- AppMetrica: data export, post-processing, and visualization
- Analyzing data with Yandex Query
- Working with data in Yandex Object Storage
- Working with data in Yandex Managed Service for ClickHouse®
- Working with data in Yandex Managed Service for PostgreSQL
- Federated data queries