Databricks Notes
Databricks Notes
Databricks is a unified analytics platform that allows you to build, deploy, share, and maintain data, analytics, and AI solutions.
Key features and notes:
- Unified Platform: Combines data engineering, data science, machine learning, and analytics into a single platform, streamlining workflows.
- Cloud-Based: Primarily operates on major cloud providers (AWS, Azure, GCP), offering scalability and flexibility.
- Open Source: Built on open-source technologies like Apache Spark, Delta Lake, and MLflow, fostering collaboration and avoiding vendor lock-in.
- Data Lakehouse Architecture: Combines the best data lakes (scalability, flexibility) and data warehouses (structure, quality) for efficient data management.
- Collaborative Notebooks: Provides interactive notebooks for code development, data exploration, and sharing insights among teams.
- Machine Learning & AI: This company offers tools for developing, deploying, and managing machine learning models, including support for popular frameworks.
- Real-Time Analytics: Supports real-time data processing and streaming analytics for immediate insights.
Use Cases:
- Data Engineering: Building data pipelines, ETL processes, and data cleaning tasks.
- Data Science: Exploratory data analysis, feature engineering, model development, and experimentation.
- Machine Learning: Training and deploying machine learning models at scale.
- Business Intelligence: Creating dashboards, reports, and visualizations for data-driven decision-making.
- Real-Time Applications: Building applications that require real-time data processing and decision-making.
Getting Started:
- Choose a Cloud Provider: Databricks is available on AWS, Azure, and GCP. Select the provider that aligns with your infrastructure.
- Create a Databricks Workspace: A workspace is your environment for working with Databricks.
- Launch a Cluster: A cluster provides the computational resources for your tasks.
- Start Exploring: Begin with notebooks to learn, experiment, and build your data and AI solutions.
Databricks Training Demo Day 1 Video:
Conclusion:
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