Databricks Courses

Large Language Models: Foundation Models from the Ground Up

1 review

Explore innovations in transformer-based architectures, efficient fine-tuning, deployment considerations, and multi-modal developments for large language models in this comprehensive deep dive.

• edX
• 4 weeks, 4-8 hours a week
• On-Demand
• Free Online Course (Audit)

MLOps on Azure Databricks with MLflow

1 review

Explore MLOps on Azure Databricks with MLflow, focusing on Model Registry, Webhooks, and automated pipelines for effective machine learning model lifecycle management and deployment.

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

Introduction to Bayesian Statistics

89 ratings at Coursera

Learn probability, Bayesian modeling, and inference using Python and Jupyter notebooks. Gain hands-on experience with distributions, sampling algorithms, and computational statistics techniques.

• Coursera
• 12 hours 47 minutes
• On-Demand
• Free Online Course (Audit)

Large Language Models: Application through Production

45 ratings at edX

This course is aimed at developers, data scientists, and engineers looking to build LLM-centric applications with the latest and most popular frameworks. By the end of this course, you will have built an end-to-end LLM workflow that is ready for producti…

• edX
• 6 weeks, 4-10 hours a week
• On-Demand
• Free Online Course (Audit)

Introduction to PyMC3 for Bayesian Modeling and Inference

20 ratings at Coursera

Learn PyMC3 for Bayesian modeling and inference, covering basics, regression, classification, hierarchical models, metrics, and a COVID-19 case study. Hands-on examples using Python and Jupyter notebooks.

• Coursera
• 11 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

Bayesian Inference with MCMC

20 ratings at Coursera

Explore Markov Chain Monte Carlo methods for Bayesian modeling and inference, with hands-on Python examples using PyMC3. Learn algorithms like Metropolis, Gibbs sampling, and Hamiltonian Monte Carlo.

• Coursera
• 14 hours 38 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Databricks Lakehouse Platform Architecture and Security

Explore Databricks Lakehouse Platform's architecture, focusing on data reliability, Delta Lake features, and Photon's performance enhancements for efficient data management and analytics.

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

Sound Data Engineering in Rust - From Bits to DataFrames

Explore Rust for efficient data engineering, from low-level bit manipulation to high-performance DataFrames using Apache Arrow. Learn optimization techniques and benchmarks for improved data processing.

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

Building a Lakehouse Architecture for Business Data Empowerment

Explore building a data platform using LakeHouse Architecture, focusing on data curation, GDPR compliance, and open-source technologies to empower businesses with reliable, timely, and accessible data.

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

How to Make Apache Spark on Kubernetes Run Reliably on Spot Instances

Learn to run Apache Spark on Kubernetes using spot instances for cost savings. Discover best practices, code examples, and techniques to handle spot interruptions while maintaining reliability and performance.

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

Unsupervised Machine Learning for Scaling Data Quality Monitoring in Databricks

Explore unsupervised ML algorithms for scalable data quality monitoring in Databricks, covering implementation, strengths, weaknesses, and practical applications for effective data management.

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

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

Improving Apache Spark Application Processing Time - Configuration and Optimization Techniques

Optimize Spark streaming app performance through configurations, code improvements, and custom data source implementation for processing 700 MB/s of compressed data with strict KPIs.

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

Implementing End-to-End Demand Forecasting with Databricks and MLflow

Discover how to implement a scalable demand forecasting solution using Databricks and MLflow, improving retail efficiency and reducing food waste through accurate production and delivery planning.

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

Orchestration Made Easy with Databricks Workflows

Discover Databricks Workflows: a managed orchestration service for streamlined data pipelines. Learn to create, run, and monitor reliable workflows, implement recovery actions, and explore new features for efficient data management.

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