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Courses tagged 'Elective, Sem 5'
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Computer Architecture
Vector processing is an efficient technique for handling large datasets by performing operations on multiple data elements simultaneously. This chapter explores SIMD, which enhances parallel computing capabilities in CPUs and GPUs, enabling faster processing for various applications such as graphics rendering and machine learning. Furthermore, advancements in SIMD architectures and the rise of General-Purpose GPUs (GPGPUs) have transformed computation across sectors by efficiently managing vast amounts of parallelizable tasks.
Pavan
Instrumentation & Sensor Technologies
Frequency domain analysis is crucial for understanding the dynamics of civil engineering structures by revealing underlying periodicities and resonance. The chapter discusses principles of frequency analysis, the importance of tools like the Fourier Transform, and applications in diagnostics and environmental monitoring. It also highlights methods to enhance signal clarity, detect issues, and effectively combine data for deeper insights.
Pavan
Environmental Quality Monitoring & Analysis, - Vol 1
Environmental quality monitoring and analysis focuses on achieving precise measurements by comparing measured values to established standards. Understanding accuracy, precision, and the significance of calibration is crucial to ensuring reliable analytical results, especially in complex measurements like concentrations. Standard organizations globally work towards defining and maintaining these standards for various measurements.
Abraham
Design & Analysis of Algorithms - Vol 2
The chapter discusses memoization and dynamic programming as strategies to optimize recursive computations, particularly in the context of defining functions like Fibonacci. Memoization prevents redundant calculations by storing previously computed results, while dynamic programming eliminates recursion by systematically filling in values based on identified dependencies. Through these strategies, computational efficiency improves significantly, addressing the challenges of overlapping subproblems in recursive definitions.
Abraham
Design & Analysis of Algorithms - Vol 1
The chapter explores the Bellman-Ford algorithm as a method for finding the shortest paths in graphs, especially those containing negative edge weights. It discusses the limitations and assumptions of Dijkstra's algorithm and contrasts them with the reassurances provided by Bellman-Ford when negative cycles are not present. The emphasis is placed on the determination of shortest paths through systematic updates rather than greedy choices.
Abraham
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