Videos

Webinar "Pachyderm in production: lessons learned" (RU) Members Public

In this talk, we will take a look at yet another MLOps tool - Pachyderm. This tool is gaining in popularity and is unique for some use-cases. The speaker will share the experience of applying Pachyderm to a real-world, BigData NLP project. Most importantly, we will see the hidden limitations

Dmitry Spodarets
Dmitry Spodarets
Videos

Webinar "From research to product with Hydrosphere" (RU) Members Public

Research and experimentation is usually a fun part of the project. Exploring data, learning domains, choosing and tuning models, researching and exploring to come up with better solutions. Moving to production is where the fun ends. It often becomes a tedious and problematic part of the project. And that’s

Dmitry Spodarets
Dmitry Spodarets
Videos

Webinar "Re-usable pipelines for ML projects with DVC" (RU) Members Public

Good ML pipelines ensure reproducibility of ML experiments and controllability of the development process. In practice, there are often situations when you want to reuse the code of one project into a new one. Sometimes, a new project (model) differs only in the target variable. In such cases, you can

Dmitry Spodarets
Dmitry Spodarets
Videos

Webinar "Deploying deep learning models with Kubernetes and Kubeflow" (RU) Members Public

In this talk, we'll learn about deploying Keras models. First, we'll see how to do it with TF-Serving and Kubernetes, and in the second part of the talk, we'll do it with KFServing and Kubeflow. Speaker Alexey Grigorev - Principal Data Scientist at OLX Group, Founder at DataTalks.Club. Alexey

Dmitry Spodarets
Dmitry Spodarets
Videos

Webinar "Monitoring ML Models in Production" (RU) Members Public

The performance of machine learning models can decline over time - due to changes in data, business processes, or simply data loss or failures. To avoid the negative impact on business performance, it is crucial to detect such situations and take timely action - for example, by retraining the model.

Dmitry Spodarets
Dmitry Spodarets
Videos

Webinar "Introduction to MLOps" (RU) Members Public

In this talk, we will explore what MLOps is, MLOps principles and best practices, major tools for MLOps implementation, and several architecture implementations. We will start with a basic ML lifecycle and move forward to best practices of building complicated, fully automated MLOps pipelines. Speaker Dmitry Spodarets — founder and chief

Dmitry Spodarets
Dmitry Spodarets
Videos