AutoML Courses and Certifications

Databricks

AutoML Toolkit Deep Dive - Automating Feature Engineering and Model Optimization

Explore Databricks Labs' AutoML Toolkit for automating feature engineering, model selection, tuning, and deployment. Learn to accelerate machine learning workflows and enhance productivity.

• YouTube
• 1 hour
• On-Demand
• Free Video

Prodramp

A Deep Dive into Machine Learning and MLOps Pipeline with Model Registry and Feature Store

Explore key components of modern ML pipelines: AutoML, observability, model registry, transformation, and feature store. Learn to build scalable, reliable MLOps systems for enterprise-level machine learning.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Prodramp

Intelligent Model Deployment and Consumer Pipeline With DataRobot AI Cloud Platform

Explore DataRobot AI Cloud's MLOps capabilities, including model deployment, registry, and inference. Learn to deploy models from leaderboards and consume them via API, stream, local mode, and job workflows.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Oracle

Predict the Future - or Don't - with Machine Learning in Applications

Explore machine learning for data-driven predictions in enterprise applications using Oracle Machine Learning. Learn through code examples and demos how to build models and apply insights on database data.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

Pragmatic AI Labs

MLOps Masterclass - Theory to DevOps to Cloud-Native to AutoML

Comprehensive guide to MLOps: from theory to implementation, covering DevOps, cloud-native solutions, and AutoML. Learn to build, deploy, and manage machine learning systems across various platforms and technologies.

• YouTube
• 2 hours 36 minutes
• On-Demand
• Free Video

Pragmatic AI Labs

MLOps Platforms From Zero - Databricks, MLFlow-MLRun-SKLearn

Comprehensive guide to building MLOps platforms using Databricks, AutoML, SKLearn, and AWS. Covers end-to-end process from project setup to model deployment, including CI/CD, experimentation, and containerization.

• YouTube
• 2 hours 26 minutes
• On-Demand
• Free Video

Krish Naik

EvalML AutoML Library to Automate Feature Engineering, Feature Selection, Model Creation and Tuning

Explore EvalML, an AutoML library automating feature engineering, selection, model creation, and tuning. Learn to streamline your data science workflow and improve project efficiency.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Alexander Amini;  MIT

Deep Learning New Frontiers

Explore deep learning limitations and new frontiers, including expressivity, generalization, adversarial attacks, uncertainty, and AutoML. Gain insights into cutting-edge developments in neural networks.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Alexander Amini;  MIT

MIT 6.S191 - Deep Learning Limitations and New Frontiers

Explore deep learning limitations, adversarial attacks, uncertainty quantification, and AutoML in this lecture. Gain insights into neural network challenges and emerging frontiers in AI research.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Open Data Science

Auto-Train a Time-Series Forecast Model with AML & ADB

Learn to auto-train time-series forecast models using Azure Machine Learning and Azure Databricks for large-scale enterprise solutions in supply chain, healthcare, insurance, and finance.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Open Data Science

Accelerating the Journey to Document Understanding AI

Unlock document value with AI: transform unstructured data into actionable insights using Vision and NLP. Learn possibilities, capabilities, and implementation strategies for Document AI technology.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Databricks

Auto-Train a Time-Series Forecast Model with Azure Machine Learning and Azure Databricks

Discover how to efficiently build accurate forecasting models at scale using Azure Machine Learning and Azure Databricks, enhancing enterprise AI/ML capabilities for various industries.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Databricks

What's New with Databricks Machine Learning

Explore Databricks' latest ML innovations, from data preparation to model deployment, in a detailed demo showcasing simplified lifecycle management and enhanced productivity features.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Databricks

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

Explore AI advancements, data science, MLOps, and Databricks Lakehouse Platform innovations. Featuring industry leaders and Bill Nye, this keynote covers MLFlow updates, AutoML, and practical machine learning solutions.

• YouTube
• 2 hours 18 minutes
• On-Demand
• Free Video

Databricks

Low-Code Machine Learning on Databricks with AutoML

Discover how to build, train, and deploy ML models using Databricks AutoML and low-code tools, empowering users of all expertise levels to create predictive analytics solutions.

• YouTube
• 34 minutes
• On-Demand
• Free Video