Databricks to Local LLMs
- Offered byCoursera
Databricks to Local LLMs at Coursera Overview
Duration | 27 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course |
Credential | Certificate |
Databricks to Local LLMs at Coursera Highlights
- Earn a certificate after completion of the course
- Assignment and projects for practice
- Financial aid available
Databricks to Local LLMs at Coursera Course details
- Artificial Intelligence (AI)
- Data Science
- Machine Learning
- Large Language Models
- Databricks
- By the end of this course, a learner will master Databricks to perform data engineering and data analytics tasks for data science workflows
- Additionally, a student will learn to master running local large language models like Mixtral via Hugging Face Candle and Mozilla llamafile.
Databricks to Local LLMs at Coursera Curriculum
Databricks Lakehouse Platform Fundamentals
Meet your Course Instructor:Noah Gift
Introduction to the Databricks Lakehouse Platform
Overview of the Databricks Architecture
Creating and Managing Clusters
Configuring Cluster Runtimes
Terminating Clusters
Restarting Clusters
Filtering the Clusters List
All-Purpose vs Job Clusters
Setup IntelliJ for Databricks with Go
Installing and using Databricks CLI
Installing and using Databricks for RStudio
Introduction to Notebooks
Executing Notebooks
Sharing Notebooks
Multi-Language Support
Databricks Repos Overview
Efficient Data Transformation with Spark SQL
Using Catalog Explorer
Creating Tables from Files
Querying External Data Sources
Inspecting Tables
Reliable Data Pipelines with Delta Lake
ACID Transactions
Z-Ordering Optimization
Lesson Key Terms
What is a Lakehouse Platform?
Managing Clusters
External Lab: Databricks Lakehouse Platform
Reflection: Lesson 1: Databricks Lakehouse Platform
Key Terms
RStudio on Databricks
Setting Up IntelliJ for Databricks
Lesson Reflection
Lesson Key Terms
Data Skipping with Delta Lake
Tutorial: COPY INTO with Spark SQL
Lesson Reflection
Quiz: Databricks Lakehouse Platform
Quiz Data Transformation with Apache Spark
Quiz: Data Management with Delta Lake
Final Quiz-Databricks Lakehouse Platform Fundamentals
Course Structure and Discussion Etiquette
Hello Jupyter Julia
Getting Started with RStudio