Big Data: Processing and DimensionsExplores Big Data generation, storage, processing, and dimensions, along with challenges in data analytics, cloud computing elasticity, and security.
Accelerated Data Management SystemsExplores accelerated data management systems through real-time specialization on heterogeneous hardware and GPU accessing fresh data from CPU memory.
Spark Data FramesCovers Spark Data Frames, distributed collections of data organized into named columns, and the benefits of using them over RDDs.
Introduction to Data Stream ProcessingCovers the fundamentals of data stream processing, including tools like Apache Storm and Kafka, key concepts like event time and window operations, and the challenges of stream processing.
Handling Data: Intro to PandasIntroduces the fundamentals of handling data, emphasizing the importance of Pandas and data modeling for effective analysis.