Diverse talks in one event!

1. MLOps & TFX - Quick introduction  

Machine learning has received increased interest both as an academic research field and as a solution for real-world business problems. However, the deployment of machine learning models in production systems can present a number of issues and concerns. In this talk, I will give an overview about MLOps and TFX (TensorFlow extended).

2. Building REST APIs with gRPC and Go

Developing APIs over a RESTful interface with JSON payloads is kind of the standard nowadays, but it still lacks an easy way to build it with a well-defined interface and document it to be used by others. What if we can leverage gRPC's fast, type-safe, and modern way of building APIs and still be able to provide an interface over REST/JSON ? Check this talk to find out how.

3. Information Bias

In this talk we will talk about the statistical biases that can affect the most diverse views and how they can affect the decision making.

4. Performance, Analytics and Reliability in Frontend Apps

Are you working with a large frontend application and you are facing problems in your project? Problems like memory leaks and performance bottlenecks can be real issues in your site and there are some of the features there are really useful to improve the performance of your web app… but what if it’s not enough? How to combine performance validation between backend and frontend via instrumentation, analyzing and improving the reliability of your web app by user journey improvements? What if you want to track a specific feature in your code?

In this talk, I will share my experience and decisions creating frontend components and applications focused on performance, how to manage quality, monitoring, and other techniques that will make your application more than just fast, but reliable for your users!