This intermediate-level course empowers learners to apply, analyze, and evaluate machine learning models using Apache PySpark’s distributed computing framework. Designed for data professionals familiar with Python and basic ML concepts, the course explores real-world implementation of both regression and classification techniques, along with unsupervised clustering. In Module … [Read more...] about PySpark: Apply & Evaluate Predictive ML Models
Data Science
Data Science Fundamentals, Part 2
Master essential concepts, theory, and hands-on techniques to become an effective data scientist. Guided by real-world case studies and applied Python programming, you'll learn to acquire, analyze, and model complex datasets, drawing actionable insights using industry-standard tools like pandas, NumPy, SciPy, and scikit-learn. Confidently tackle data problems, apply machine … [Read more...] about Data Science Fundamentals, Part 2
Data Science Fundamentals Part 1: Unit 2
This course dives into real-world data sourcing, including making web requests, web scraping, and integrating diverse data types from APIs, files, and databases. You'll learn to parse and structure data in formats like XML and JSON, and leverage object-oriented programming to create robust data models. By the end of the course, you’ll be equipped to efficiently acquire, … [Read more...] about Data Science Fundamentals Part 1: Unit 2
Spark and Python for Big Data with PySpark
This specialization provides a complete learning pathway in Apache Spark and Python (PySpark) for big data analytics, machine learning, and scalable data processing. Learners will begin with foundational Python and PySpark techniques, advance to predictive modeling and clustering, and explore advanced data workflows including ETL pipelines, streaming, and real-time … [Read more...] about Spark and Python for Big Data with PySpark
Building Smarter Data Pipelines: SQL, Spark, Kafka & GenAI
Master the complete data engineering pipeline from ingestion to analytics. Learn to build scalable data systems using Apache Kafka, Spark, and cloud platforms while integrating cutting-edge generative AI technologies. Apply your skills through hands-on projects that mirror real-world data engineering challenges in modern enterprises. … [Read more...] about Building Smarter Data Pipelines: SQL, Spark, Kafka & GenAI
