Data Architecture for Data Scientists

سرفصل های دوره

Learn about Datawarehousing, Data Lake, Data Lakehouse, Data Mesh, Kafka, Lambda and Kappa architecture and much more.

1. Introduction

1. Million dollar slide

2. Batch and real time data processing - short explanation.html

2. Data Types

1. Structured data

2. Unstructured data

3. Semi-structured data

4. Short explanation of JSON and XML structures.html

5.1 Data Architecture - Module2 - Data Types.pdf

5. Semi-structured data in machine learning

6. Module review quiz - Data Types.html

7. Resources and Slides.html

3. Datawarehouse

1. Introduction to datawarehousing

2. Datawarehousing for data scientists

3.1 Data Architecture - Module3 - Datawarehouse.pdf

3. Cloud datawarehousing

4. Module review quiz - Datawarehousing.html

5. Resources and Slides.html

4. Data Lake

1. Introduction to a data lake

2. The technology used to build a data lake

3.1 Data Architecture - Module4 - Datalake.pdf

3. Cloud Storage terminology - Buckets and blobs

4. Module review quiz - Datalake.html

5. Resources and Slides.html

5. Data Lakehouse

1. Challenges with the data lake

2.1 Data Architecture - Module5 - Datalakehouse.pdf

2. Introduction to the data lakehouse

3. Module review quiz - Datalakehouse.html

4. Resources and Slides.html

6. Data Governance with the Data Mesh

1. Introduction to Data Mesh

2. Domain ownership and data as a product

3. Self service and federated governance

4.1 Data Architecture - Module6 - Data Governance with Data Mesh.pdf

4. Data Catalog

5. Module review quiz - Data Governance with the Data Mesh.html

6. Resources and Slides.html

7. Streaming data in Data Science

1. Introduction to streaming data

2. Kafka 101

3. Lambda architecture

4.1 Data Architecture - Module7 - Streaming data in DS.pdf

4. Kappa architecture and comparison

5. Word of caution and Resources.html

6. Module review quiz - Streaming data in Data Science.html

8. Data infrastructure for Machine Learning

1. Feature Store

2.1 Data Architecture - Module8 - Data Infra for ML.pdf

2. Vector Database

3. Module review quiz - Data Infrastructure for Machine Learning.html

9. Flowchart and Use case examples

1. Data Architecture decision making flowchart

2.1 Data Architecture - Module9 - Flowchart and use cases.pdf

2. Use case examples and applying the decision flow

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تولید کننده: Udemy-Training