DSA module 3 double linked list part 01.pptx
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Each node in a doubly linked list contains a pointer to both the previous and next node, allowing traversal in both directions. A node consists of data, a next pointer, and a previous pointer. Doubly linked lists overcome the limitation of singly linked lists by allowing traversal in both directions since each node stores the address of the previous node as well as the next.
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This document discusses different types of linked lists, including singly-linked lists, doubly-linked lists, circular singly-linked lists, and circular doubly-linked lists. It provides representations and descriptions of each type of linked list. Singly-linked lists contain nodes with a data field and a next pointer. Doubly-linked lists contain nodes with data, next, and prev pointers. Circular lists connect the last node to the first node to form a loop, allowing traversal in either direction.
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Linked lists are linear data structures where elements are linked using pointers. Unlike arrays, the elements of a linked list are not stored at contiguous memory locations. Linked lists allow for dynamic sizes and easier insertion/deletion of elements compared to arrays but have disadvantages like non-sequential access of elements and extra memory usage for pointers. A linked list node contains a data field and a pointer to the next node. A doubly linked list node also contains a pointer to the previous node, allowing traversal in both directions.
Introduction to linked lists
Linked lists are a linear data structure composed of nodes, where each node contains a value and a pointer to the next node. There are several types of linked lists including singly linked lists where each node points to the next but not the previous, doubly linked lists where each node points to both the next and previous node, and circular linked lists where the last node loops back to the first node. Linked lists allow for dynamic memory allocation and easy insertion and deletion of nodes.
Data Structures and Algorithms - Lec 05.pptx
This document discusses linked lists, including:
1. Linked lists are dynamic data structures where each node contains a data field and references to the next and/or previous nodes. This allows lists to grow and shrink as needed.
2. Linked lists have advantages over arrays like dynamic sizing and efficient memory usage. They allow easier insertion and deletion without shifting elements.
3. The document describes singly linked lists, doubly linked lists, and circular linked lists. It also covers linked list operations like traversal, insertion, deletion, and searching.
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The document discusses linked lists and how they are represented in memory. Linked lists allow for efficient insertion and deletion by using nodes that contain a data field and a pointer to the next node. Each node is represented by two arrays, one storing data and one storing next pointers. A starting pointer points to the first node. Traversing a linked list involves using a pointer variable that iterates through each node by following its next pointer until a null pointer signifies the end of the list.
Linked list
A single linked list is a linear data structure where each node points to the next node in the list via a link. It contains a data field for storing the node's value and a next field containing the address of the next node. A doubly linked list also contains a previous link to allow traversal in both directions. Common operations on linked lists include insertion, deletion, and traversal of the nodes.
Linked List
A linked list is a series of connected nodes where each node contains data and a pointer to the next node. Linked lists allow dynamic sizes and efficient insertion/deletion of nodes. There are several types of linked lists including singly linked, doubly linked, circular singly linked, and circular doubly linked lists. Common linked list operations include inserting and deleting nodes from the beginning, middle, or end as well as searching, sorting, and merging lists.
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lecture8 database for BSCS.................
This document discusses different types of linked lists, including singly-linked lists, doubly-linked lists, circular singly-linked lists, and circular doubly-linked lists. It provides representations and descriptions of each type of linked list. Singly-linked lists contain nodes with a data field and a next pointer. Doubly-linked lists contain nodes with data, next, and prev pointers. Circular lists connect the last node to the first node to form a loop, allowing traversal in either direction.
Linked list (introduction) 1
Linked lists are linear data structures where elements are linked using pointers. Unlike arrays, the elements of a linked list are not stored at contiguous memory locations. Linked lists allow for dynamic sizes and easier insertion/deletion of elements compared to arrays but have disadvantages like non-sequential access of elements and extra memory usage for pointers. A linked list node contains a data field and a pointer to the next node. A doubly linked list node also contains a pointer to the previous node, allowing traversal in both directions.
Introduction to linked lists
Linked lists are a linear data structure composed of nodes, where each node contains a value and a pointer to the next node. There are several types of linked lists including singly linked lists where each node points to the next but not the previous, doubly linked lists where each node points to both the next and previous node, and circular linked lists where the last node loops back to the first node. Linked lists allow for dynamic memory allocation and easy insertion and deletion of nodes.
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This document discusses linked lists, including:
1. Linked lists are dynamic data structures where each node contains a data field and references to the next and/or previous nodes. This allows lists to grow and shrink as needed.
2. Linked lists have advantages over arrays like dynamic sizing and efficient memory usage. They allow easier insertion and deletion without shifting elements.
3. The document describes singly linked lists, doubly linked lists, and circular linked lists. It also covers linked list operations like traversal, insertion, deletion, and searching.
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The document discusses linked lists and how they are represented in memory. Linked lists allow for efficient insertion and deletion by using nodes that contain a data field and a pointer to the next node. Each node is represented by two arrays, one storing data and one storing next pointers. A starting pointer points to the first node. Traversing a linked list involves using a pointer variable that iterates through each node by following its next pointer until a null pointer signifies the end of the list.
Linked list
A single linked list is a linear data structure where each node points to the next node in the list via a link. It contains a data field for storing the node's value and a next field containing the address of the next node. A doubly linked list also contains a previous link to allow traversal in both directions. Common operations on linked lists include insertion, deletion, and traversal of the nodes.
Linked List
A linked list is a series of connected nodes where each node contains data and a pointer to the next node. Linked lists allow dynamic sizes and efficient insertion/deletion of nodes. There are several types of linked lists including singly linked, doubly linked, circular singly linked, and circular doubly linked lists. Common linked list operations include inserting and deleting nodes from the beginning, middle, or end as well as searching, sorting, and merging lists.
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A linked list is a linear data structure where elements are linked using pointers. Each element contains a data field and a pointer to the next node. Linked lists allow for dynamic sizes and easy insertion/deletion. They are less cache friendly than arrays due to non-contiguous memory allocation. Common operations include insertion/deletion at the beginning, middle, or end which have time complexities ranging from O(1) to O(n) depending on the operation and presence of additional pointers. Doubly linked lists contain pointers to both the next and previous nodes, enabling traversal in both directions but using more memory.
DATA STRUCTURES AND LINKED LISTS IN C.pptx
1. Linked lists are linear data structures where elements are linked using pointers rather than stored contiguously in memory like arrays. Each element contains a data field and a pointer to the next node.
2. There are several types of linked lists including singly linked, doubly linked, circular linked lists. Singly linked lists have a single pointer, doubly linked lists have pointers to the next and previous nodes, and circular lists have the last node point to the first.
3. Common operations on linked lists include inserting and deleting nodes from the beginning, middle, or end as well as traversing the list.
DATA STRUCTURES AND LINKED LISTS IN C.pptx
1. Linked lists are linear data structures where elements are linked using pointers rather than stored contiguously in memory like arrays. Each element consists of the data and a pointer to the next element.
2. There are different types of linked lists including singly linked, doubly linked, circular linked lists. Singly linked lists have a pointer to the next element, while doubly linked lists have pointers to both the next and previous elements.
3. Common operations on linked lists include insertion, deletion, and traversal of elements. Elements can be inserted or deleted at the head, tail, or middle of the list by adjusting the pointers between elements.
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This is a presentation on Linked Lists, one of the most important topics on Data Structures and algorithms. Anyone who is new to DSA or wants to have a theoretical understanding of the same can refer to it :D
Linked List in Data Structure
Linked lists are linear data structures where each element (called nodes) consists of data and a pointer to the next node. Nodes are dynamically allocated in memory. There are three types of linked lists: singly linked, doubly linked, and circular linked. Singly linked lists contain nodes with a data field and next pointer, with the last node pointing to null. Basic operations on linked lists include creating, inserting, deleting, searching, and reversing nodes. Doubly linked lists add a previous pointer to each node for bidirectional traversal. Circular linked lists connect the last and first nodes to form a loop.
Linked List-Types.pdf
This document discusses different types of linked lists, their advantages and disadvantages. It begins by explaining that a linked list consists of nodes where each node contains a data field and a pointer to the next node. It notes the advantages of linked lists over arrays are efficient memory usage, easy insertion and deletion, and arbitrary memory locations. However, linked lists require more space per node and have slower random access. The document then describes different types of linked lists - singly linked, doubly linked, circularly linked, and doubly circularly linked lists. It provides examples of each type of linked list.
Different types of Linked list.
A linked list is a linear data structure where each element (node) is a separate object, connected to the previous and next elements by references. The first element is referred to as the head of the linked list and the last element is referred to as the tail. The nodes in a linked list can store data or simply act as a reference to the next node. Linked lists have several advantages, such as dynamic sizing and easy insertion and deletion of elements. They are commonly used in a variety of applications, such as implementing stacks, queues, and dynamic memory allocation.
There are several types of linked lists, including:
1. Singly linked list: Each node has a reference to the next node in the list.
2. Doubly linked list: Each node has a reference to both the next and previous node in the list.
3. Circular linked list: The last node in the list points back to the first node, creating a loop.
4. Multilevel linked list: Each node in a linked list can contain another linked list.
5. Doubly Circular linked list: Both the first and last node points to each other, forming a circular loop.
6. Skip list: A probabilistic data structure where each node has multiple references to other nodes.
7. XOR linked list: Each node stores the XOR of the addresses of the previous and next nodes, rather than actual addresses.
Static arrays are structures whose size is fixed at compile time and.pdf
Static arrays are structures whose size is fixed at compile time and therefore cannot be extended
or reduced to fit the data set. A dynamic array can be extended by doubling the size but there is
overhead associated with the operation of copying old data and freeing the memory associated
with the old data structure. One potential problem of using arrays for storing data is that arrays
require a contiguous block of memory which may not be available, if the requested contiguous
block is too large. However the advantages of using arrays are that each element in the array can
be accessed very efficiently using an index. However, for applications that can be better
managed without using contiguous memory we define a concept called “linked lists”.
A linked list is a collection of objects linked together by references from one object to another
object. By convention these objects are named as nodes. So the basic linked list is collection of
nodes where each node contains one or more data fields AND a reference to the next node. The
last node points to a NULL reference to indicate the end of the list.
Types of Linked Lists
Linked lists are widely used in many applications because of the flexibility it provides. Unlike
arrays that are dynamically assigned, linked lists do not require memory from a contiguous
block. This makes it very appealing to store data in a linked list, when the data set is large or
device (eg: PDA) has limited memory. One of the disadvantages of linked lists is that they are
not random accessed like arrays. To find information in a linked list one must start from the head
of the list and traverse the list sequentially until it finds (or not find) the node. Another advantage
of linked lists over arrays is that when a node is inserted or deleted, there is no need to “adjust”
the array.
There are few different types of linked lists. A singly linked list as described above provides
access to the list from the head node. Traversal is allowed only one way and there is no going
back. A doubly linked list is a list that has two references, one to the next node and another to
previous node. Doubly linked list also starts from head node, but provide access both ways. That
is one can traverse forward or backward from any node. A multilinked list (see figures 1 & 2) is
a more general linked list with multiple links from nodes. For examples, we can define a Node
that has two references, age pointer and a name pointer. With this structure it is possible to
maintain a single list, where if we follow the name pointer we can traverse the list in alphabetical
order of names and if we traverse the age pointer, we can traverse the list sorted by ages. This
type of node organization may be useful for maintaining a customer list in a bank where same
list can be traversed in any order (name, age, or any other criteria) based on the need.
Designing the Node of a Linked List
Linked list is a collection of linked nodes. A node is a struct with at least a.
FunctionallyAs the name it self suggest LinkedList or single Linke.pdf
Functionally
As the name it self suggest LinkedList or single Linked list allows to traverse only in one
direction whereas in doubly linked list we can traverse both sides.
The information stored in single linked list would be info and pointer to to next node where as in
doubly linked list would be info, pointer to previous node , pointer to next node.
The element to be found if we know the possible nearest place where it could be found then
doubly linked list is better option for eg lets consider searching name which starts with a letter T
then we know that it will come in end in the directory hence we can loop from last directly but in
single list we have to loop from very first node sequentially as it moves only in one direction.
Performance
As signle linked list ony traverse in one direction hence it has only one pointer which takes less
memory than doubly linked list which as per design has two pointer to move in each direction.
Doubly linked list is faster in searching in comparision to single linked list.
Solution
Functionally
As the name it self suggest LinkedList or single Linked list allows to traverse only in one
direction whereas in doubly linked list we can traverse both sides.
The information stored in single linked list would be info and pointer to to next node where as in
doubly linked list would be info, pointer to previous node , pointer to next node.
The element to be found if we know the possible nearest place where it could be found then
doubly linked list is better option for eg lets consider searching name which starts with a letter T
then we know that it will come in end in the directory hence we can loop from last directly but in
single list we have to loop from very first node sequentially as it moves only in one direction.
Performance
As signle linked list ony traverse in one direction hence it has only one pointer which takes less
memory than doubly linked list which as per design has two pointer to move in each direction.
Doubly linked list is faster in searching in comparision to single linked list..
Team 5 ds
This document discusses solving the problem of distributing tickets to people in a queue in a "weird" pattern using a doubly linked list. The problem involves distributing tickets to the first K people, then the last K people, and repeating. A doubly linked list was used because deletion is simple and traversal from the end is needed. The document provides an example output, explains what a doubly linked list is, shows memory representation, and includes source code and output for the solution. It notes that other solutions exist, such as incrementing/decrementing start and end values.
doubly linked list.pdf
Doubly linked lists allow nodes to link in both directions by including pointers to both the next and previous nodes. Each node contains three pieces of data - the node value and pointers to both the previous and next nodes. This allows traversal in both forward and backward directions. Doubly linked lists require more memory than singly linked lists since each node needs an extra pointer, but provide advantages like easy deletion of nodes and ability to traverse the list in either direction.
Link list assi
The document discusses different types of linked lists, including linear, doubly, and circular linked lists. Linear linked lists contain nodes with an information field and a next pointer. Doubly linked lists contain previous and next pointers. Circular linked lists form a continuous circle without a null pointer, with the next node after the last being the first. Key operations on linked lists include searching, insertion, and deletion. Linked lists allow for dynamic memory allocation and efficient insertion/deletion compared to arrays.
Link_List.pptx
This document discusses different types of linked lists including singly linked lists, doubly linked lists, and circular linked lists. It describes the basic structure of nodes in each type of linked list and common operations like insertion, deletion, traversal, and searching. Circular linked lists are defined as lists where the last node points back to the first node, forming a continuous loop without a null terminator.
Doubly Linked List
Doubly linked lists allow navigation in both directions by linking each node to both the next and previous nodes. Each node contains data and pointers to the next and previous nodes. Operations like insertion and deletion are more complex than with singly linked lists since both next and previous pointers must be updated. However, elements can be easily accessed from either direction. Basic operations on doubly linked lists include insertion and deletion at the beginning, end, or at a specified position in the list by adjusting the relevant next and previous pointers.
Link list
The document discusses different types of linked lists including singly linked lists, circular singly linked lists, doubly linked lists, and circular doubly linked lists. It describes the key properties of each type of linked list, such as each node containing a data field and a pointer to the next node. Operations like insertion and deletion are easier in linked lists than arrays since they only require adjusting pointers rather than shifting elements. Linked lists use dynamic memory allocation and have advantages like efficient memory usage and ability to expand without overhead.
Link list
The document discusses different types of linked lists including singly linked lists, circular singly linked lists, doubly linked lists, and circular doubly linked lists. It describes the key properties of each type of linked list, such as each node containing a data field and a pointer to the next node. Operations like insertion and deletion are easier in linked lists than arrays since they only require adjusting pointers rather than shifting elements. Linked lists use dynamic memory allocation and have advantages like efficient memory usage and ability to expand without overhead.
Double Linked List (Algorithm)
This PPT is about "Double Linked List" concept of Data Structure and Algorithm. It is very informatively describe its each concept with example and also pros and cons..
If anyone has Question related to this they may ask freely.
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In this lab we will write code for working with a Linked List. Node .pdf
In the United States today, nearly all of our electricity
is produced by fossil-fuel power plants burning coal or
natural gas, nuclear power plants, and hydroelectric power
plants. Using the Internet, determine the percent contributions
of these types of electricity generation to the U.S. total. For
each of the four types, determine at least three significant
environmental considerations associated with it and how
such environmental aspects affect the respective plant
design, operation, and cost. Write a report with at least three
references.
please type the answer
Solution
Major energy sources and percent share of total U.S. electricity generation in 2015:
Significant environmental impacts of coal;
Though abundant, coal is a dirty energy source that is responsible for more than a quarter of the
nation\'s total global warming emissions, including 80 percent of all those from power plants.
Coal also has significant, and harmful, consequences for the environment. Coal mining degrades
surrounding landscapes, burning coal releases toxins into the atmosphere, and coal-generated
electricity places heavy demands on water resources. It all adds up to a huge, and costly, impact.
To reduce the impact on water, filters are used to remove harmfull chemicals before releasing the
water to water bodies. Same method is used to reduce air pollution. To prevent damage to land,
the waste have to be transported to waste lands and are burried there.
All these adds huge amount of operating costs.
Significant environmental impacts of Natural gas;
Natural gas extraction threatens ecosystems from northern Alaska and Canada to the Gulf of
Mexico, including drilling on farms, public lands, forests and parks, in the Rocky Mountains and
other coal-field communities, off of U.S. coastal waters and possibly even under the Great Lakes.
Deep drilling technologies such as \"hydraulic fracturing\" or \"fracking\" have recently opened
areas of the U.S. to drilling, leaving a legacy of groundwater pollution. Hydraulic fracturing is
the process of injecting water, salt, and a cocktail of hazardous chemicals deep underground to
break open rock formations from which natural gas is extracted. Hydraulic fracking techniques
threaten communities facing drilling operations and downstream communities, including
communities near \"frac\" wastewater treatment plants. This wastewater can contain radioactive
materials, high levels of salt that affects aquatic life, and carcinogenic elements and compounds
such as arsenic and benzene.
Pipelines and compressor stations add to the harms, crossing all sorts of ecosystems. Even water
bodies like Lake Erie and the Long Island Sound have faced proposals to bury pipelines in
underwater trenches that involve stirring up toxic sentiment accumulated on lake/sound floors.
Natural gas power plants are significant air pollution sources, releasing hazardous air pollutants,
global warming pollution and fine particulate matter.
Natural gas is worse than coal .
Data Structures- Part7 linked lists
The document discusses different types of linked lists including singly linked lists, doubly linked lists, and circularly linked lists. Singly linked lists contain nodes that point to the next node in the list, while doubly linked lists contain nodes that point to both the next and previous nodes. Circularly linked lists form a circle with the last node pointing back to the first node. The document provides code examples for common linked list operations like insertion, removal and traversal for each of the linked list types.
Top 10 LinkedList Interview Questions 2023 [MAANG]
In this video on the top 10 linked list interview questions, we cover some of the most asked linked list related questions in MAANG interviews, covering topics like the types of linked lists and finding sum of nodes in a linked list. We also cover a few programs like writing C programs that reverse the elements in a singly linked list, counting the number of nodes in a linked list, and implementing a program that can rotate a linked list. This linked list interview preparation can also serve as a complement to your coding interview questions preparation as a whole.
00:00 Introduction to Linked List interview Questions
01:04 Differentiate Between the types of Linked Lists
02:19 Write a program to add a node at beginning, ending, and at any specified location in the linked list
05:27 Find the sum of the nodes in a linked list
07:19 Implement a c program to reverse the elements in a singly linked list
10:34 Write a program to count the number of nodes in a Linked List
12:59 Implement a program to merge two sorted linked lists from their end.
17:29 Write a program to delete a node at beginning, ending, and at any specified location in the linked list
20:44 Write a program to remove duplicate elements from the sorted linked list
24:00 Implement a program to rotate a linked list
27:25 Implement a stack using linked list
31:31 End
A linked list is the most sought-after data structure when it comes to handling dynamic data elements. A linked list consists of a data element known as a node. And each node consists of two fields: one field has data, and in the second field, the node has an address that keeps a reference to the next node. A linked list is a linear data structure that stores a collection of data elements dynamically. Nodes represent those data elements, and links or pointers connect each node. Each node consists of two fields, the information stored in a linked list and a pointer that stores the address of its next node. The last node contains null in its second field because it will point to no node. A linked list can grow and shrink its size, as per the requirement. It does not waste memory space.
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Linked lists are linear data structures where each element (called nodes) consists of data and a pointer to the next node. Nodes are dynamically allocated in memory. There are three types of linked lists: singly linked, doubly linked, and circular linked. Singly linked lists contain nodes with a data field and next pointer, with the last node pointing to null. Basic operations on linked lists include creating, inserting, deleting, searching, and reversing nodes. Doubly linked lists add a previous pointer to each node for bidirectional traversal. Circular linked lists connect the last and first nodes to form a loop.
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A linked list is a linear data structure where each element (node) is a separate object, connected to the previous and next elements by references. The first element is referred to as the head of the linked list and the last element is referred to as the tail. The nodes in a linked list can store data or simply act as a reference to the next node. Linked lists have several advantages, such as dynamic sizing and easy insertion and deletion of elements. They are commonly used in a variety of applications, such as implementing stacks, queues, and dynamic memory allocation.
There are several types of linked lists, including:
1. Singly linked list: Each node has a reference to the next node in the list.
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5. Doubly Circular linked list: Both the first and last node points to each other, forming a circular loop.
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or reduced to fit the data set. A dynamic array can be extended by doubling the size but there is
overhead associated with the operation of copying old data and freeing the memory associated
with the old data structure. One potential problem of using arrays for storing data is that arrays
require a contiguous block of memory which may not be available, if the requested contiguous
block is too large. However the advantages of using arrays are that each element in the array can
be accessed very efficiently using an index. However, for applications that can be better
managed without using contiguous memory we define a concept called “linked lists”.
A linked list is a collection of objects linked together by references from one object to another
object. By convention these objects are named as nodes. So the basic linked list is collection of
nodes where each node contains one or more data fields AND a reference to the next node. The
last node points to a NULL reference to indicate the end of the list.
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Linked lists are widely used in many applications because of the flexibility it provides. Unlike
arrays that are dynamically assigned, linked lists do not require memory from a contiguous
block. This makes it very appealing to store data in a linked list, when the data set is large or
device (eg: PDA) has limited memory. One of the disadvantages of linked lists is that they are
not random accessed like arrays. To find information in a linked list one must start from the head
of the list and traverse the list sequentially until it finds (or not find) the node. Another advantage
of linked lists over arrays is that when a node is inserted or deleted, there is no need to “adjust”
the array.
There are few different types of linked lists. A singly linked list as described above provides
access to the list from the head node. Traversal is allowed only one way and there is no going
back. A doubly linked list is a list that has two references, one to the next node and another to
previous node. Doubly linked list also starts from head node, but provide access both ways. That
is one can traverse forward or backward from any node. A multilinked list (see figures 1 & 2) is
a more general linked list with multiple links from nodes. For examples, we can define a Node
that has two references, age pointer and a name pointer. With this structure it is possible to
maintain a single list, where if we follow the name pointer we can traverse the list in alphabetical
order of names and if we traverse the age pointer, we can traverse the list sorted by ages. This
type of node organization may be useful for maintaining a customer list in a bank where same
list can be traversed in any order (name, age, or any other criteria) based on the need.
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Linked list is a collection of linked nodes. A node is a struct with at least a.
FunctionallyAs the name it self suggest LinkedList or single Linke.pdf
Functionally
As the name it self suggest LinkedList or single Linked list allows to traverse only in one
direction whereas in doubly linked list we can traverse both sides.
The information stored in single linked list would be info and pointer to to next node where as in
doubly linked list would be info, pointer to previous node , pointer to next node.
The element to be found if we know the possible nearest place where it could be found then
doubly linked list is better option for eg lets consider searching name which starts with a letter T
then we know that it will come in end in the directory hence we can loop from last directly but in
single list we have to loop from very first node sequentially as it moves only in one direction.
Performance
As signle linked list ony traverse in one direction hence it has only one pointer which takes less
memory than doubly linked list which as per design has two pointer to move in each direction.
Doubly linked list is faster in searching in comparision to single linked list.
Solution
Functionally
As the name it self suggest LinkedList or single Linked list allows to traverse only in one
direction whereas in doubly linked list we can traverse both sides.
The information stored in single linked list would be info and pointer to to next node where as in
doubly linked list would be info, pointer to previous node , pointer to next node.
The element to be found if we know the possible nearest place where it could be found then
doubly linked list is better option for eg lets consider searching name which starts with a letter T
then we know that it will come in end in the directory hence we can loop from last directly but in
single list we have to loop from very first node sequentially as it moves only in one direction.
Performance
As signle linked list ony traverse in one direction hence it has only one pointer which takes less
memory than doubly linked list which as per design has two pointer to move in each direction.
Doubly linked list is faster in searching in comparision to single linked list..
Team 5 ds
This document discusses solving the problem of distributing tickets to people in a queue in a "weird" pattern using a doubly linked list. The problem involves distributing tickets to the first K people, then the last K people, and repeating. A doubly linked list was used because deletion is simple and traversal from the end is needed. The document provides an example output, explains what a doubly linked list is, shows memory representation, and includes source code and output for the solution. It notes that other solutions exist, such as incrementing/decrementing start and end values.
doubly linked list.pdf
Doubly linked lists allow nodes to link in both directions by including pointers to both the next and previous nodes. Each node contains three pieces of data - the node value and pointers to both the previous and next nodes. This allows traversal in both forward and backward directions. Doubly linked lists require more memory than singly linked lists since each node needs an extra pointer, but provide advantages like easy deletion of nodes and ability to traverse the list in either direction.
Link list assi
The document discusses different types of linked lists, including linear, doubly, and circular linked lists. Linear linked lists contain nodes with an information field and a next pointer. Doubly linked lists contain previous and next pointers. Circular linked lists form a continuous circle without a null pointer, with the next node after the last being the first. Key operations on linked lists include searching, insertion, and deletion. Linked lists allow for dynamic memory allocation and efficient insertion/deletion compared to arrays.
Link_List.pptx
This document discusses different types of linked lists including singly linked lists, doubly linked lists, and circular linked lists. It describes the basic structure of nodes in each type of linked list and common operations like insertion, deletion, traversal, and searching. Circular linked lists are defined as lists where the last node points back to the first node, forming a continuous loop without a null terminator.
Doubly Linked List
Doubly linked lists allow navigation in both directions by linking each node to both the next and previous nodes. Each node contains data and pointers to the next and previous nodes. Operations like insertion and deletion are more complex than with singly linked lists since both next and previous pointers must be updated. However, elements can be easily accessed from either direction. Basic operations on doubly linked lists include insertion and deletion at the beginning, end, or at a specified position in the list by adjusting the relevant next and previous pointers.
Link list
The document discusses different types of linked lists including singly linked lists, circular singly linked lists, doubly linked lists, and circular doubly linked lists. It describes the key properties of each type of linked list, such as each node containing a data field and a pointer to the next node. Operations like insertion and deletion are easier in linked lists than arrays since they only require adjusting pointers rather than shifting elements. Linked lists use dynamic memory allocation and have advantages like efficient memory usage and ability to expand without overhead.
Link list
The document discusses different types of linked lists including singly linked lists, circular singly linked lists, doubly linked lists, and circular doubly linked lists. It describes the key properties of each type of linked list, such as each node containing a data field and a pointer to the next node. Operations like insertion and deletion are easier in linked lists than arrays since they only require adjusting pointers rather than shifting elements. Linked lists use dynamic memory allocation and have advantages like efficient memory usage and ability to expand without overhead.
Double Linked List (Algorithm)
This PPT is about "Double Linked List" concept of Data Structure and Algorithm. It is very informatively describe its each concept with example and also pros and cons..
If anyone has Question related to this they may ask freely.
:)
In this lab we will write code for working with a Linked List. Node .pdf
In the United States today, nearly all of our electricity
is produced by fossil-fuel power plants burning coal or
natural gas, nuclear power plants, and hydroelectric power
plants. Using the Internet, determine the percent contributions
of these types of electricity generation to the U.S. total. For
each of the four types, determine at least three significant
environmental considerations associated with it and how
such environmental aspects affect the respective plant
design, operation, and cost. Write a report with at least three
references.
please type the answer
Solution
Major energy sources and percent share of total U.S. electricity generation in 2015:
Significant environmental impacts of coal;
Though abundant, coal is a dirty energy source that is responsible for more than a quarter of the
nation\'s total global warming emissions, including 80 percent of all those from power plants.
Coal also has significant, and harmful, consequences for the environment. Coal mining degrades
surrounding landscapes, burning coal releases toxins into the atmosphere, and coal-generated
electricity places heavy demands on water resources. It all adds up to a huge, and costly, impact.
To reduce the impact on water, filters are used to remove harmfull chemicals before releasing the
water to water bodies. Same method is used to reduce air pollution. To prevent damage to land,
the waste have to be transported to waste lands and are burried there.
All these adds huge amount of operating costs.
Significant environmental impacts of Natural gas;
Natural gas extraction threatens ecosystems from northern Alaska and Canada to the Gulf of
Mexico, including drilling on farms, public lands, forests and parks, in the Rocky Mountains and
other coal-field communities, off of U.S. coastal waters and possibly even under the Great Lakes.
Deep drilling technologies such as \"hydraulic fracturing\" or \"fracking\" have recently opened
areas of the U.S. to drilling, leaving a legacy of groundwater pollution. Hydraulic fracturing is
the process of injecting water, salt, and a cocktail of hazardous chemicals deep underground to
break open rock formations from which natural gas is extracted. Hydraulic fracking techniques
threaten communities facing drilling operations and downstream communities, including
communities near \"frac\" wastewater treatment plants. This wastewater can contain radioactive
materials, high levels of salt that affects aquatic life, and carcinogenic elements and compounds
such as arsenic and benzene.
Pipelines and compressor stations add to the harms, crossing all sorts of ecosystems. Even water
bodies like Lake Erie and the Long Island Sound have faced proposals to bury pipelines in
underwater trenches that involve stirring up toxic sentiment accumulated on lake/sound floors.
Natural gas power plants are significant air pollution sources, releasing hazardous air pollutants,
global warming pollution and fine particulate matter.
Natural gas is worse than coal .
Data Structures- Part7 linked lists
The document discusses different types of linked lists including singly linked lists, doubly linked lists, and circularly linked lists. Singly linked lists contain nodes that point to the next node in the list, while doubly linked lists contain nodes that point to both the next and previous nodes. Circularly linked lists form a circle with the last node pointing back to the first node. The document provides code examples for common linked list operations like insertion, removal and traversal for each of the linked list types.
Top 10 LinkedList Interview Questions 2023 [MAANG]
In this video on the top 10 linked list interview questions, we cover some of the most asked linked list related questions in MAANG interviews, covering topics like the types of linked lists and finding sum of nodes in a linked list. We also cover a few programs like writing C programs that reverse the elements in a singly linked list, counting the number of nodes in a linked list, and implementing a program that can rotate a linked list. This linked list interview preparation can also serve as a complement to your coding interview questions preparation as a whole.
00:00 Introduction to Linked List interview Questions
01:04 Differentiate Between the types of Linked Lists
02:19 Write a program to add a node at beginning, ending, and at any specified location in the linked list
05:27 Find the sum of the nodes in a linked list
07:19 Implement a c program to reverse the elements in a singly linked list
10:34 Write a program to count the number of nodes in a Linked List
12:59 Implement a program to merge two sorted linked lists from their end.
17:29 Write a program to delete a node at beginning, ending, and at any specified location in the linked list
20:44 Write a program to remove duplicate elements from the sorted linked list
24:00 Implement a program to rotate a linked list
27:25 Implement a stack using linked list
31:31 End
A linked list is the most sought-after data structure when it comes to handling dynamic data elements. A linked list consists of a data element known as a node. And each node consists of two fields: one field has data, and in the second field, the node has an address that keeps a reference to the next node. A linked list is a linear data structure that stores a collection of data elements dynamically. Nodes represent those data elements, and links or pointers connect each node. Each node consists of two fields, the information stored in a linked list and a pointer that stores the address of its next node. The last node contains null in its second field because it will point to no node. A linked list can grow and shrink its size, as per the requirement. It does not waste memory space.
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In this lab we will write code for working with a Linked List. Node .pdf
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一比一原版(uob毕业证书)伯明翰大学毕业证如何办理
原版一模一样【微信：6496090 】【(uob毕业证书)伯明翰大学毕业证成绩单】【微信：6496090 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微6496090
【主营项目】
一.毕业证【q微6496090】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微6496090】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版南昆士兰大学毕业证如何办理
原版一模一样【微信：741003700 】【南昆士兰大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理南昆士兰大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理南昆士兰大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理南昆士兰大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理南昆士兰大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
[VCOSA] Monthly Report - Cotton & Yarn Statistics May 2024
We are pleased to share with you the latest VCOSA statistical report on the cotton and yarn industry for the month of May 2024.
Starting from January 2024, the full weekly and monthly reports will only be available for free to VCOSA members. To access the complete weekly report with figures, charts, and detailed analysis of the cotton fiber market in the past week, interested parties are kindly requested to contact VCOSA to subscribe to the newsletter.
Telemetry Solution for Gaming (AWS Summit'24)
Discover the cutting-edge telemetry solution implemented for Alan Wake 2 by Remedy Entertainment in collaboration with AWS. This comprehensive presentation dives into our objectives, detailing how we utilized advanced analytics to drive gameplay improvements and player engagement.
Key highlights include:
Primary Goals: Implementing gameplay and technical telemetry to capture detailed player behavior and game performance data, fostering data-driven decision-making.
Tech Stack: Leveraging AWS services such as EKS for hosting, WAF for security, Karpenter for instance optimization, S3 for data storage, and OpenTelemetry Collector for data collection. EventBridge and Lambda were used for data compression, while Glue ETL and Athena facilitated data transformation and preparation.
Data Utilization: Transforming raw data into actionable insights with technologies like Glue ETL (PySpark scripts), Glue Crawler, and Athena, culminating in detailed visualizations with Tableau.
Achievements: Successfully managing 700 million to 1 billion events per month at a cost-effective rate, with significant savings compared to commercial solutions. This approach has enabled simplified scaling and substantial improvements in game design, reducing player churn through targeted adjustments.
Community Engagement: Enhanced ability to engage with player communities by leveraging precise data insights, despite having a small community management team.
This presentation is an invaluable resource for professionals in game development, data analytics, and cloud computing, offering insights into how telemetry and analytics can revolutionize player experience and game performance optimization.
一比一原版爱尔兰都柏林大学毕业证(本硕）ucd学位证书如何办理
原版一模一样【微信：741003700 】【爱尔兰都柏林大学毕业证(本硕）ucd成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
Build applications with generative AI on Google Cloud
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
一比一原版加拿大渥太华大学毕业证（uottawa毕业证书）如何办理
原版一模一样【微信：741003700 】【渥太华大学毕业证（uottawa毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版悉尼大学毕业证如何办理
原版一模一样【微信：741003700 】【悉尼大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理悉尼大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理悉尼大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理悉尼大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理悉尼大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版(lbs毕业证书)伦敦商学院毕业证如何办理
原版一模一样【微信：741003700 】【(lbs毕业证书)伦敦商学院毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版马来西亚博特拉大学毕业证（upm毕业证）如何办理
原版一模一样【微信：741003700 】【马来西亚博特拉大学毕业证（upm毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理马来西亚博特拉大学毕业证（upm毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
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原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版制作【微信:41543339】【多伦多大学毕业证(UofT毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版加拿大麦吉尔大学毕业证（mcgill毕业证书）如何办理
原版一模一样【微信：741003700 】【加拿大麦吉尔大学毕业证（mcgill毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理加拿大麦吉尔大学毕业证（mcgill毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版(uom毕业证书)曼彻斯特大学毕业证如何办理
原版一模一样【微信：741003700 】【(uom毕业证书)曼彻斯特大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(uom毕业证书)曼彻斯特大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
ML-PPT-UNIT-2 Generative Classifiers Discriminative Classifiers
Generative Classifiers: Classifying with Bayesian decision theory, Bayes’ rule, Naïve Bayes classifier.
Discriminative Classifiers: Logistic Regression, Decision Trees: Training and Visualizing a Decision Tree, Making Predictions, Estimating Class Probabilities, The CART Training Algorithm, Attribute selection measures- Gini impurity; Entropy, Regularization Hyperparameters, Regression Trees, Linear Support vector machines.
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