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8 Ways to Optimize AWS Glue Jobs in a Nutshell

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  Improving the performance of AWS Glue jobs involves several strategies that target different aspects of the ETL (Extract, Transform, Load) process. Here are some key practices. 1. Optimize Job Scripts Partitioning : Ensure your data is properly partitioned. Partitioning divides your data into manageable chunks, allowing parallel processing and reducing the amount of data scanned. Filtering : Apply pushdown predicates to filter data early in the ETL process, reducing the amount of data processed downstream. Compression : Use compressed file formats (e.g., Parquet, ORC) for your data sources and sinks. These formats not only reduce storage costs but also improve I/O performance. Optimize Transformations : Minimize the number of transformations and actions in your script. Combine transformations where possible and use DataFrame APIs which are optimized for performance. 2. Use Appropriate Data Formats Parquet and ORC : These columnar formats are efficient for storage and querying, signif
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How to Modernize Software Applications with AI (3 of 3)

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Artificial intelligence is now changing the world. It is also called synonym for automation. The new concept is we can implement AI in the software development life cycle. How we can develop software applications with improved quality? Software Engineering is concerned with the planning, design, development, maintenance, and documentation of software systems. It is well known that developing high-quality software for real-world applications is complex.  Such complexity manifests itself in the fact that software has a large number of parts that have many interactions and the involvement of many stakeholders with different and sometimes conflicting objectives.  Furthermore, Software Engineering is knowledge-intensive and often deals with imprecise, incomplete and ambiguous requirements on which analysis, design, and implementations are based on. Artificial intelligence (AI) techniques such as knowledge-based systems, neural networks, fuzzy logic, and data mining have be
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How to Modernize Software Applications with AI (2 of 3)

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Creating like human intelligence in devices, the software also called artificial intelligenc e. Ambient intelligence because of its interactivity with the user is an attractive medium to advertisers. Some examples: Human Intelligence Adswitch This could be a large step forward for the advertising industry as not all adverts are able to reach their potential customers and now advertisers can target the correct market as the advert will adapt to the changing environment . Ambient Intelligence The application of Ambient Intelligence in the Home Automation field is likely to continue as it can be simply allowed to disappear into the environment without homeowners having to notice it carrying out the complex instructions that would make lives easier.   It is also likely that newer methods of interacting with the interfaces will be a hot area for some time to come as speech and touch have specific limitations. It can be argued that one of the main reasons that ambient inte
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Story IoT devices human intelligence basic concepts(1 of 3)

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The definition of Artificial intelligence is the continuous technological advances have gradually surrounded people with a wide range of electronic devices and information technology. The short name for Artificial intelligence is 'ai'. In this regard, it is necessary to develop intuitive interfaces and systems with some degree of intelligence, with the ability to recognize and respond to the needs of individuals in a discrete and often invisible way, considering people in the center of the development to create technologically complex and intelligent environments. Artificial Intelligence Vs Ambient Intelligence Artificial Intelligence Ambient Intelligence 1. Artificial Intelligence Artificial intelligence in basic words machines can take decision intelligently They understand natural language - How humans communicate each other Robots - you can treat them as Artificial intelligent machines. Machine Language Algorithms help machines act as intelligent machin
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