Machine Learning with Apache Spark
Completed by ABHIJEET RAMNATH SELHI
January 20, 2025
15 hours (approximately)
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What you will learn
Describe ML, explain its role in data engineering, summarize generative AI, discuss Spark's uses, and analyze ML pipelines and model persistence.
Evaluate ML models, distinguish between regression, classification, and clustering models, and compare data engineering pipelines with ML pipelines.
Construct the data analysis processes using Spark SQL, and perform regression, classification, and clustering using SparkML.
Demonstrate connecting to Spark clusters, build ML pipelines, perform feature extraction and transformation, and model persistence.
Skills you will gain
- Category: Predictive Modeling
- Category: Apache Hadoop
- Category: Generative AI
- Category: Data Processing
- Category: Extract, Transform, Load
- Category: Regression Analysis
- Category: Classification Algorithms
- Category: Data Transformation
- Category: Supervised Learning
- Category: Unsupervised Learning
- Category: Machine Learning
- Category: Model Deployment
