Apache Spark, Data Science, and Machine Learning Advances - Data + AI Summit 2021 Keynote

Overview

Explore the latest advancements in data science, machine learning, and MLOps during this comprehensive keynote from the Data + AI Summit 2021. Delve into cutting-edge developments in Apache Spark and the Databricks Lakehouse Platform, led by Databricks Co-founder and CEO Ali Ghodsi. Gain insights from industry leaders, including a co-creator of TensorFlow and data experts from McDonald's, as well as a special appearance by Bill Nye. Discover Databricks' recognition as a Leader in Gartner's Magic Quadrant for both Cloud Database Management Systems and Data Science and Machine Learning Platforms. Learn about MLFlow updates, including tracking, deployment, and Pycart integration. Explore the challenges of AI implementation and understand the attributes of effective solutions. Witness demonstrations of Databricks Machine Learning, Feature Store, and AutoML capabilities. This keynote offers a comprehensive overview of the latest trends and tools in the data and AI landscape.

Syllabus

Intro
Error Messages
Data Science Demo
ML Flow
Tracking
MLFlow
MLFlow Community
MLFlow Updates
MLFlow Tracking Updates
MLFlow Deployment Updates
MLFlow Pycart Integration
MLFlow Roadmap
MLFlow Survey
Machine Learning on Database
AI is hard
Attributes of a solution
Databricks Machine Learning
MLABs
Feature Store
Feature Store walkthrough
Summary
Database Feature Store
Databricks AutoML
Demo