Apache Spark

Apache Spark

Apache Spark is a data processing engine that is extremely fast. It contains APIs that are expressively designed to let data workers do efficient streaming and workloads that demand speedy interactive data set access. Apache Spark has enabled developers in developing applications that leverage the capabilities of Spark, allowing them to derive insights and improve their data science workloads. Data scientists benefit greatly from Apache Spark. Spark includes a library that aids in the production of a collection of machine algorithms for the usage of traditional data approaches including regression, filtering, classification, collaboration, and clustering. Spark is always designed for use in data science, and its abstraction helps in making the science of data more accessible. It helps in making the process of streaming faster and easier. Spark can also be applied in the graph processing.

Tensor flow

Tensor flow is an open source technical system built by Google and is used in the bulky processes of learning to facilitate more profound insights. The software is applied in numerical computations with the assistance of data flow science graphs. Tensor flow has many advantages, which include portability giving it the reliability of playing an idea on a person's laptop without the help of other hardware. It also helps in production and research by being used in training and serving models in live mode to the customers. It also has an auto differentiation ability that is useful in the machine learning algorithms that are gradient based. The tensor flow also allows an individual to utilize the available hardware using its advanced support for computation, threads, and queues. Tensor flow is also a very flexible system that helps in the provision of multiple models simultaneously.

Neural networks

They are algorithms, which are used in the performance of statistical modeling that is nonlinear and helps in the provision of another new alternative to the use of logistic regression. Neural networks provide many advantages, which include lesser statistical training. It also has the capability of detecting nonlinear relationships of complex nature between independent and dependent variables. It is also helpful in discovering all the various possible interactions that occur between the predictor variables. It helps in availing of numerous training algorithms. The neural networks can also generalize as it can be used in inferring the unseen relationships on the data that is unseen. The neural networks additionally do not have any imposed restrictions on the various input variables.

Amazon Public Cloud AWS

It is a platform for cloud services that are secure which offers database storage, content delivery computing power and other functions, which assist companies in scaling and growing up. The Amazon cloud has many advantages for its application. The platform is cost-effective because long-term commitments or even upfront expenses are not required hence it gives lower prices to the customers. It is also flexible and open because a person can choose a programming model that best suites and benefits his or her business. Its agility, and elasticity is useful as the individual can experiment, innovate and iterate faster through the platforms extensive global infrastructure.

Amazon EC2

The Amazon EC2 is a vital component of the Amazon web cloud services, which facilitates the users in renting virtual computers in running computer applications. It is secure, has complete control with very more comfortable access and an individual can choose a platform that suites his needs.

Amazon S3

Amazon S3 is a platform with simpler web services interfaces which can be used for storage and retrieval of any given data amount. It has many advantages. It has standard interfaces that can operate with any toolkit. Helps in the storage of infinite data amounts in buckets and assists in the downloading of data.

Bibliography

Hortonworks, “What Apache Spark Does.” Horton Works. Last modified Jan 2, 2018. Accessed Jan 2, 2018. https://hortonworks.com/apache/spark/

Chauhan Rajat, “Tensor flow.” Soft Web Solutions. Last modified Jan 2, 2018.Accessed Jan 2, 2018.http://www.softwebsolutions.com/resources/tensorflow-googles-artificial-intelligence-system.html

Mahanta Jahnavi,” Introduction to Neural Networks, Advantages, and Applications.” Data Science. Last modified Jan 2, 2018. Accessed Jan 2, 2018. https://towardsdatascience.com/introduction-to-neural-networks-advantages-and-applications-96851bd1a207

Singh Kundan, “What is Amazon Cloud, Its Advantages and Why Should You Consider It.” Last modified Jan 2, 2018. Accessed Jan 2, 2018. https://www.netsolutions.com/insights/what-is-amazon-cloud-its-advantages-and-why-should-you-consider-it/

Privo, “3 Benefits of Amazon EC2 Virtual Server Hosting.” Last modified Jan 2, 2018. Accessed Jan 2, 2018. https://www.privoit.com/3-benefits-of-amazon-ec2/