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How to Show Data science Project in Resume

In any project, the Data analyst role is to deal with data. The data for data science projects come from multiple sources. This post will explain how to put in data science project in Resume.
Data Science project for Resume The first step for an interview of any project is you need Resume. You need to tell clearly about your resume.

In interviews, you will be asked questions about your project. So the second step is you need to be in a position explain about project.

The third point is you need to explain the roles you performed in your data science project. If you mention the roles correctly, then, you will have 100% chance to shortlist your resume. Based on your experience your resume can be 1 page or 2 pages.
How to show Technologies used in Data science projects In interviews, again they will be asked how you used different tools to complete your data science project.

So, you need to be in a position to explain about how you used different options present in the tools. Sometime…

The best SAN applications being used in real time

#SAN-Storage-area-applications
#SAN-Storage-area-applications:
The storage area network fundamentals everyone must know you understand about applications. These applications may refer to horizontal applications (e.g., backup, archiving, data replication, disaster protection, and data warehousing) or vertical applications (e.g., online transaction processing (OLTP), enterprise resource planning (ERP) business applications, electronic commerce, broadcasting, prepress, medical, and geophysics).
SAN is also well suited to making performance and high availability more scalable and more affordable in applications such as clustering and data sharing. This article discusses two major horizontal applications, backup and data sharing, and how they interact with SAN.
The other important point is, if you are a job seeker the below list is helpful. This is just a like a one time SAN interviews refresher. So you can do well in interviews.

Realtime (or window-less) backup: The importance of window-less backup (also called hot backup) becomes obvious when it addresses the large volume of data in a SAN centralized backup library. Realtime backup essentially lets you back up a volume or file periodically and automatically without affecting normal system operations. The technique commonly used is called a snapshot, where you make a copy of the volume needing backup, and then back up the copy while accessing and modifying the original volume in normal operations. Network Integrity leads in development, and EMC and HDS have implemented solutions in currently available products. Major providers of total backup solutions include ADIC, ATL, StorageTek, Hewlett-Packard (HP), Exabyte, and Overland.

Resource sharing: A storage subsystem attached to multiple computer platforms is divided into partitions, each partition being accessible only to its owning platform or to a certain number of homogeneous platforms. The administrator can reassign storage capacity to different platforms as needs change. One of the benefits of SAN connectivity is its ability to share resources (e.g., a large tape library) among multiple backup servers. Such sharing enables administrators to consolidate backups-from many different servers to locally attached tape drives-into one tape library.

Dynamic resource sharing: All storage is available to any connected host; hosts are allocated storage as they need it. If one host needs the storage, it can use any or all the available space. If a host deletes a file, that space is available to any other host. This dynamic storage sharing operates automatically and transparently. Dynamic resource sharing means that the systems administrator doesn't have to partition the storage before storing the data.

Data copy sharing: This process involves replication of the data. Data is the same across copies at the time of copy creation, but the copies can change independently afterward. There is no assurance that they will remain identical. Data access is usually prevented during replication so the copy accurately reflects all the data at a particular time. For large amounts of data, the time needed to copy it may be important, , and the amount of storage necessary to store the copy could be very large. SAN facilitates data-copy sharing by allowing high-bandwidth connections to transfer large volumes of data.

Related: The best SAN fundamentals

True data sharing. If you are sharing data without making a copy, multiple computer platforms can access the same physical instance of the recorded data on a storage subsystem. This type of sharing is called true data sharing. Different levels of performance and complexity exist in implementing true data sharing:
  • The first level is when heterogeneous platforms can access data, but only the original data owner can modify it.
  • The second level is when multiple heterogeneous platforms can update and rewrite a data item, but only one at a time. In this case, you must use a locking mechanism to momentarily prevent a platform from updating the data. 
  • The third level is called concurrent data sharing and exists when all platforms can either read or update the data at the same time. The advantages of true data sharing are numerous. With only one copy of data, you never need to replicate the data for use elsewhere, you simplify data maintenance, and you eliminate problems due to out of sync conditions. True Data Sharing among platforms running heterogeneous operating systems requires translating to one common operating system. Examples of vendors offering implementations of true data sharing in a SAN architecture are Sequent, Mercury Computer Systems, DataDirect, Transoft, Retrieve, and Network Disk.

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Hyperledger Fabric Real Interview Questions Read Today

I am practicing Hyperledger. This is one of the top listed blockchains. This architecture follows R3 Corda specifications. Sharing the interview questions with you that I have prepared for my interview.

Though Ethereum leads in the real-time applications. The latest Hyperledger version is now ready for production applications. It has now become stable for production applications.
The Hyperledger now backed by IBM. But, it is still an open source. These interview questions help you to read quickly. The below set of interview questions help you like a tutorial on Hyperledger fabric. Hyperledger Fabric Interview Questions1). What are Nodes?
In Hyperledger the communication entities are called Nodes.

2). What are the three different types of Nodes?
- Client Node
- Peer Node
- Order Node
The Client node initiates transactions. The peer node commits the transaction. The order node guarantees the delivery.

3). What is Channel?
A channel in Hyperledger is the subnet of the main blockchain. You c…