4082 Courses and Certifications

Online IT Software Courses & Certifications

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Sample Based Learning Methods

Offered by

University of Alberta, Edmonton , Alberta Machine Intelligence Institute via Coursera
Certificate

Sample-based Learning Methods

The University of Alberta and Alberta Machine Intelligence Institute offer the Sample-based Learning Methods training programme in conjunction with Coursera. An intermediate-level course, the programme is spread across four weeks, with intensive modules on reinforcement learning. The course will also help you understand how learning from experience can help you attain optimal behaviour. 

The Sample-based Learning Methods certification course will help you understand concepts like Temporal Difference learning, Monte Carlo strategy, exploration, dynamic programming, and more. Moreover, the certification course will provide you with a chance to apply TD algorithms, Expected Sarsa, Q-learning, and more.

Instructors will conclude the Sample-based Learning Methods online course by looking at how algorithms can combine model-based planning and temporal difference updates to fast-track learning. Additionally, the certification course offers the flexibility to learn at your own pace in your own time and set your own deadlines. 

You will also receive a combined shareable certificate from the University of Alberta and Coursera, upon completion of the Sample-based Learning Methods course.

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5 Weeks
Intermediate
13,514
Skills Covered:
Machine learning Knowledge of Artificial Intelligence
Introduction to Deep Learning and Neural Networks with Keras

Offered by

Certificate

Introduction to Deep Learning & Neural Networks with Keras

In the present times where the advances in technology have shifted to IoT (Internet of Things), the concept of Deep Learning can be foreseen as one of the crucial ones, to be understood and well researched. Deep learning is faster and easier to develop and deploy as well. The Introduction to Deep Learning & Neural Networks with Keras certification course, the participants will get a deep insight into the Deep learning models. Furthermore, they will also be able to create models of Deep learning by making use of the Keras library.

The entrant will be introduced to exhilarating applications of Deep Learning. They will be learning about various deep learning algorithms and neural networks which are inspired by the functioning of neurons and the brain with respect to data processing. They will also get an insight into the working of the neural networks to feed the data throughout the network.

The Introduction to Deep Learning & Neural Networks with Keras training will provide knowledge about optimisation of variables as per the defined function, gradient descent algorithm, backpropagation, and updating the weights and biases of neural networks. Furthermore, the entrant will be taught about the activation functions and vanishing gradient problems. 

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5 Weeks
Intermediate
3,369
Skills Covered:
Machine learning Knowledge of Artificial Intelligence Knowledge of deep learning
Prediction and Control with Function Approximation

Offered by

University of Alberta, Edmonton , Alberta Machine Intelligence Institute via Coursera
Certificate

Prediction and Control with Function Approximation

Reinforcement learning is a machine learning method that helps to understand how the software agents should take actions according to the situations and requirements. Helps solve all the problems that have large or high dimensional and potential limitless spaces available. It helps one to investigate how policy prediction and evaluation methods like TD and Monte Carlo can be used to help function approximation settings. 

Prediction and Control with Function Approximation certification course by Coursera include features construction techniques for representational learning through a neutral network, RL and backdrop. This course is designed for the candidates who have completed the first and the second part of the reinforcement learning and specialization training as it is a continuation of the same.

By doing the Prediction and Control with Function Approximation training course they will be a field ready and gain knowledge that will help them master their skills and help upgrade their portfolio which will, in the end, help them towards their successful career. 

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5 Weeks
Intermediate
13,514
Skills Covered:
Machine learning Knowledge of Artificial Intelligence
Getting Started with Amazon Web Services Machine Learning

Offered by

Certificate

Getting Started with AWS Machine Learning

Amazon Web Services (AWS), the most comprehensive and vastly adopted cloud platform across the globe, is a fast, easy and cost-efficient platform to build ML applications. The AWS Machine Learning offers tools and services which cater for the developers and organisations to build ML models more efficiently. Globally, AWS Machine Learning is used by developers to build ML models that can test product designs, assess property damages, improve healthcare operations, analyse customer behaviour, fraud detection and much more.

Getting Started with AWS Machine Learning certification course is an online offered by AWS through the Coursera platform. This certificate programme will assist the participants to gain familiarity and working knowledge of AWS Machine Learning. The course content spreads over 5 weeks and includes module videos covering almost every significant aspect of machine learning. Participants will receive a shareable certificate upon completion of this online certificate programme.

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5 Weeks
Intermediate
Free
Skills Covered:
Machine learning Knowledge of Artificial Intelligence
Using Machine Learning in Trading and Finance

Offered by

New York Institute of Finance, New York , Google Cloud via Coursera
Certificate

Using Machine Learning in Trading and Finance

The Using Machine Learning in Trading and Finance online course is providing a platform for the students to learn and study about the basics that are involved in developing advanced strategies that are used in modern machine learning techniques. 

In the online programme on  Using Machine Learning in Trading and Finance by Coursera, the applicants will be studying the key components that are common to all the trading strategies irrespective of the platforms and dimensions. 

In the Using Machine Learning in Trading and Finance certification syllabus, the enrolled students will be covering the comprehensive chapters of-  Regularization: L1, L2, and early stopping, Regularization: dropout, Lab Intro: Keras functional API, Regularization: the basics, Neural networks with Keras functional API, Collect the data, Backtest on unseen data, Selecting a machine learning algorithm, Lab Intro: momentum trading, Creating features, Define the problem, Split the data and others.

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5 Weeks
Intermediate
3,384
Skills Covered:
Machine learning
PyTorch Basics for Machine Learning

Offered by

IBM via Edx
Certificate

PyTorch Basics for Machine Learning

The PyTorch Basics for Machine Learning certification programme is offered by IBM to arm you with the skills for implementing classic machine learning algorithms. You will get to know how PyTorch is used to optimise and create deep learning models. 

During the PyTorch Basics for Machine Learning training, you will learn important models such as linear and logistic regression models. This introductory-level programme will teach you how to train your models and their related concepts like gradient descent, cost and loss.

With the learnings of edX’s PyTorch Basics for Machine Learning course, you will learn to save your training and model in apps like checkpoints, early stopping and cross-validation for hyperparameter selection. Also, basics around the linear object, like their interaction with data with a distinctive number of samples and different dimensions, will be cleared.

The PyTorch Basics for Machine Learning course also includes a final project in the end to assess your skills and performance. You can even get a paid instructor-signed certification after completing the course. The learners also can audit the self-paced programme without paying the fee for a limited duration. 

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5 Weeks
Beginner
Skills Covered:
Machine learning Knowledge of deep learning Knowledge of Numpy
Regression Models

Offered by

Certificate

Regression Models

5 Weeks
Free
Conversational Selling Playbook for Sales Development Representative

Offered by

Certificate

Conversational Selling Playbook for SDRs

The Conversational Selling Playbook for SDRs certification programme is a five-week-long online course developed by the SV Academy and Salesforce. It will teach you the eight principles of conversational selling methodology that you can use for achieving success in your career. It is the third course in the ‘Salesforce Sales Development Representative Professional Certificate’ course series. 

Coursera’s Conversational Selling Playbook for SDRs online course imparts in-depth knowledge of sales development and related concepts. You will learn via video lectures delivered by expert instructors, quizzes and readings.

The Conversational Selling Playbook for SDRs online course by Coursera will enable you to create an effective omni channel sales strategy to reach prospects through social media, email, video and phone. You can even gain access to an e-certificate after completing the course.

The Conversational Selling Playbook for SDRs training will also introduce you to the unique approach to objection handling. With the help of this course, you will study the framework for high-quality prospecting to achieve optimum results.

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5 Weeks
Beginner
3,384
Skills Covered:
Sales skills
Industrial IoT Markets and Security

Offered by

Certificate

Industrial loT Markets and Security

The lot market is the main connection between machines and equipment in a factory of the digital world also called the cloud. IoT helps one to analyse, collect more data, and help make better decisions in the end. Today’s manufacturers know it is important to bring IT closer to operational technologies that control all their machines and equipment. The term industry 4.0 has now set manufacturing standards for all the manufacturers for creating smart factories where no much labor force is required just by using industrial loT.

But with the advancement of technology, there are a few dark sides of the advancements that everyone has to keep in mind and take care of, it is the security of all the systems that are used. Security is extremely necessary for the manufacturers from harmful viruses and other things that intend to harm their system and the data that is stored. This can lead to a huge loss to the manufacturers.

This course will help build employees of the future who will have the required skills and knowledge about the security problem and the Industrial lot markets. Help them to build a bright future ahead.

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5 Weeks
Intermediate
13,514
Skills Covered:
Knowledge of Cyber Security
Site Reliability Engineering Fundamentals and Security

Offered by

IBM via Edx
Certificate

SRE Fundamentals and Security

5 Weeks
Intermediate
Free
Introduction to TCP IP

Offered by

Yonsei University, Seoul via Coursera
Certificate

Introduction to TCP/IP

The Introduction to TCP/IP certification course is designed to equip you with the fundamentals of internet technology. The training course is set to cover the operational functions of Internet technologies such as IPv4, IPv6, routing, TCP, domain names, and much more. You will successfully gain the essential skills and techniques of communications protocol, IP address, Network Protocols, and Wireshark. 

The Introduction to TCP/IP online course further covers the basic principles of our PC/Laptop’s gateway and security setup. You will receive a comprehensive overview of the cybersecurity framework and cyber-attacks that form an essential part of the internet eco-system today.

Moreover, Yonsei provides the Introduction to TCP/IP course in association with Coursera. It comprises industrial professionals and experts as faculty members to strengthen your foundation in the diverse network and communication protocols of the TCP/IP framework.

Besides, since the training is self-paced, candidates can learn comfortably at their convenience. The Introduction of TCP/IP certification course is sure to equip you with the skills needed to apply the learnings in the real world.

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5 Weeks
Beginner
Free
Skills Covered:
Networking Knowledge of Cyber Security
Certificate

Information Security Context and Introduction

The Information Security: Context and Introduction online course by Coursera is tailored to help you develop an introductory knowledge of various topics about information security. You will learn to appreciate the real scope and nuances attached to the subject. The course also covers an information security model, career opportunities in the field, and other skills that must be acquired to become an information security expert. 

The Information Security: Context and Introduction programme also takes you through an array of information security related topics like computer cryptography, information security management, and other computer security measures. It is designed to help you acknowledge the depth of the subject and why information security is essential in today’s world.

In addition to high-quality video lectures, the Online Information Security: Context and Introduction Course has a lot of reading material. Besides, you can benefit from the plentiful practice tests and graded assignments as well. Upon successful course completion, you are eligible for a course completion certificate that you can display on your Coursera accomplishment page. You can attach it directly to your LinkedIn profile, or print it.

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5 Weeks
Beginner
Free
Skills Covered:
Knowledge of Cyber Security
Network Security Introduction to Network Security

Offered by

NYU via Edx
Certificate

Network Security Introduction to Network Security

5 Weeks
Intermediate
Free
Network Security Protocols

Offered by

NYU via Edx
Certificate

Network Security Protocols

5 Weeks
Intermediate
Free
Advanced Database Administration

Offered by

NYU via Edx
Certificate

Advanced Database Administration

5 Weeks
Intermediate
Free
Introduction to Haptics

Offered by

Certificate

Introduction to Haptics

Haptic devices are mechanical devices that let the users feel, touch, and control objects in remote or virtual environments. The Introduction to Haptics certification course aims to teach you about haptic technology in detail. You will develop a sense of awareness about the abilities and weaknesses of the human touch, along with learning how to build these mechatronic devices.

Through the learnings of the Introduction to Haptics online programme, you will acquire pragmatic cross-disciplinary engineering skills connected to mechanical engineering, bioengineering, robotics, computer science, and electrical engineering. This course developed by Stanford Online will help you comprehend the linkage between equations that explain physical interplay and how they feel.

The Introduction to Haptics training also offers online quizzes to test your understanding of the concepts. You also have the option to participate in laboratory assignments by using/building a ‘Hapkit.’ This practical approach will give you hands-on experience in testing haptic projects, making circuits, and putting mechanical systems together. 

Edx offers 2 varied tracks which can be used to opt into the course and then they shall be given access either for a limited period of time or the access offered may be unlimited. In the case where the students want unlimited access, they will have to choose the verified track and where they want limited access for free they will have to select the audit track.

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5 Weeks
Beginner
Skills Covered:
Robotic skills Knowledge of engineering
Certificate

Machine Learning for Data Science and Analytics

5 Weeks
Beginner
Free

Offered by

Swiss Federal Institute of Technology Lausanne via Edx
Certificate

Optimization Principles and Algorithms- Network and Discrete Optimization

This fundamental course focuses on the mathematical approach to networks and optimization issues. This course is presented by edX, a popular online education medium along with the institution of Ecole Polytechnique Federale de Lausanne (EPFL), a top European institution for technology and science. This short intermediate course is provided with a flexible learning system and a comprehensive curriculum which will be under the experienced EPFL professor, Michel Bierlaire. The students can either go for a free audit session with limited benefits or a verified track session with complete Optimization: Principles and algorithms- Network and discrete optimization certification benefits.

The course mainly highlights five different sections: Transhipment, Discrete optimization, Shortest path, Exact methods for discrete optimization, and Networks which will be individually assessed and graded as well. Apart from these key concepts, the syllabus focuses on other important aspects such as modelling, the curse of dimensionality, total unimodularity, network representations, and so on. Two different tracks are available on edX which may be opted for by the students to complete the course. Both the tracks are self-paced but during the verified track, the candidates may access the course for a lifetime by paying some fee. To access the audit track, nothing is charged but the materials will only be accessible for a limited period.

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5 Weeks
Intermediate
Skills Covered:
Mathematical skill Knowledge of Algorithms
Software Defined Networking Deployment

Offered by

Certificate

Software Defined Networking (SDN) Deployment

5 Weeks
Intermediate
Free
Certificate

Linux for Developers

The Linux for Developers online course is a part of the Open Course Software Development, Linux, and Git Specialization. This course will guide your career path in the right direction, helping you transform from a beginner to a skilled developer.

With the Linux for Developers certification course, you will get a better grasp over the workings of the Linux environment. You will also gain comprehensive knowledge of all the methods and tools essential to operate Linux successfully and meet the “developer demands”.

Besides, since this certification course is a beginner-level course, it will cover the fundamentals of Linux before getting into the technical area of knowledge. You will become familiar with both the basics and the history of Linux.

The Linux for Developers certification course by Coursera will also make you proficient in the field of open-source software development. You will become an expert in using Linux systems daily and work comfortably at the command line.

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5 Weeks
Beginner
3,369
Skills Covered:
Knowledge of Linux
Linux Server Management and Security

Offered by

Certificate

Linux Server Management and Security

The Linux Server Management and Security certification course introduce different versions of Linux and their utilisation in an enterprise environment. Whether you are on your bank’s website, chilling on Netflix, or your home router, it is highly likely that you are working on a Linux system. The majority of computers in the world run on Linux. And after pursuing this training course, you will be fluent in how Linux works from an enterprise standpoint.

The Coursera Linux Server Management and Security online programme is the third of the four-part Computer Security and Systems Management Specialisation module. It consists of pre-recorded video lectures, readings, assignments, and several quizzes spread across a five-week curriculum. These video lectures also include English and Korean subtitles. 

An intermediate-level programme, the University of Colorado System offers the Linux Server Management and Security course. You will require approximately 13 hours to complete this course. Besides, you can reset deadlines in accordance with your learning schedule and convenience. To get the course completion certificate, you have to purchase the paid-program-experience. 

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5 Weeks
Intermediate
3,369
Skills Covered:
Software development skills
Fundamentals of Parallelism on Intel Architecture

Offered by

Certificate

Fundamentals of Parallelism on Intel Architecture

Fundamentals of Parallelism on Intel Architecture Certification Programme keeps candidates hooked with its engaging and informative course offerings. From forms of parallelism involved in modern Intel architecture processors to programming frameworks managing parallelism in an application, candidates will get first-hand knowledge of both simple and complex concepts surrounding the domain. 

Learners will also work on many-core processors of today like Intel Xeon Phi architecture coupled with graded exercises for experimenting. The course is multipurpose where knowledge can be applied to data center workloads, HPC and even artificial intelligence. Most of all, learners will be able to deal efficiently with practicalities comprising task parallelism in shared memory with threads, data parallelism with vector instructions, memory architecture parallelism and optimized data containers, and parallelism in distributed memory with message passing.

Experts behind the drafting of the course material have ensured that the course takers, after taking this course, do not have to worry about handling acceleration of computational applications by orders of magnitude, since they will be taught how to keep their code future-proof and portable. Co-offered by Intel, experts have ensured to offer the right tools and peer expertise to learners so that they can succeed and learn to innovate.

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5 Weeks
Intermediate
Free
Skills Covered:
Software development skills
Certificate

Supercomputing

A 5 weeks Supercomputing certification course that is supervised by the University of Edinburgh, Partnership for Advanced Computing in Europe (PRACE), SURFsara, and the certification is distributed by FutureLearn. This course covers all the aspects which are technical and are conceptually covered. Supercomputers give Scientists and Engineers an extremely powerful tool for studying the natural world for computer simulation.

With no prior requirement of being able to write computer programs, this weekly Supercomputing certification syllabus is powered by EPCC. Spread over 5 weeks the curriculum covers topics like supercomputers, parallel computers, parallel computing, computer simulation, and also case studies.

Falling under the Information Technology and Computer Science batch of courses, the Supercomputing training teaches how virtual environments can be prepared using supercomputers. This training will offer how one can look real inside of atoms individually so that future climates can be studied, and evolution can follow the full universe from the big bang.

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5 Weeks
Free
Advanced Operating Systems

Offered by

Certificate

Advanced Operating Systems

The Advanced Operating Systems online programme by Udacity and Georgia Tech has been developed by the Georgia Institute of Technology, USA. The course explains the various technological concepts that make up an advanced Operating System (OS). Industry professional instructors will be teaching you throughout the course duration.

During the Advanced Operating Systems training, you will explore OSes related to various platforms. These include multi-core, distributed systems, mobile phones, parallel systems and Cloud Computing. The advanced-level course will only take you about five weeks to complete.

Udacity’s Advanced Operating Systems course describes the role of an OS in providing a good User Experience (UX). You will also learn about the interdependent relationship between software and hardware that power this rich UX in modern applications.

The Advanced Operating Systems syllabus extensively covers a wide range of topics, including abstractions, parallelism, distributed systems, virtualisation and more. You will learn via rich content, practical exercises, instructional videos and interactive quizzes.

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5 Weeks
Expert
Free
Skills Covered:
Designing skills Knowledge of cloud computing
Certificate

Introduction to Blockchain Technologies

The Introduction to Blockchain Technologies programme by Coursera will familiarise you with the essential skills and principles of Blockchain technology. Coursera offers the certification course in association with the world’s leading business school – INSEAD. 

The Introduction to Blockchain Technologies course primarily covers the fundamentals of Blockchain technology and strengthens your understanding, as well as the knowledge, of why the technology has become so revolutionary. Furthermore, the course commences with understanding the limitations of the use of the internet in business and other economic activity. 

The Introduction to Blockchain Technologies online course further enhances the essential concepts of Blockchain such as mining, public-key cryptography, proof-of-work, hashing, and double-spend problems. The online course also covers the common challenges faced during the development of Blockchain and the seven fundamental design principles of the technology. 

Besides, a certification in Blockchain also provides a unique opportunity to meet the key players who work in the Blockchain environment. Therefore, the Introduction to Blockchain Technologies course will not only equip you with skills to thoroughly understand the concept of Blockchain but also, to teach others about the technology with ease. 

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5 Weeks
Beginner
13,514
Skills Covered:
Knowledge of Blockchain
Certificate

Introduction to Blockchain for Financial Services

The online course, Introduction to Blockchain for Financial Services by Coursera, is an introductory primer for blockchain technology. It is the first course of the four-part Blockchain Revolution in Financial Services Specialisation programme, offered by INSEAD, which is the world’s leading business school. This course aims to explain the various Internet limitations and how blockchain can act as a revolutionary medium to change the way we network and transact. 

The Introduction to Blockchain for Financial Services online course will introduce learners to key concepts like the Internet’s drawbacks when used for business, how Blockchain can overcome these, Blockchain’s design principles, and its ecosystem. Further, students will learn about how Blockchain uses code to establish trust.

The Introduction to Blockchain for Financial Services programme is offered by Coursera and presents students with the opportunity to gain knowledge, firsthand from industry experts. The syllabus consists of five modules, one for each week. Students will get access to pre-recorded video lectures, numerous practice assignments, and readings, that will help them learn at their own pace. Upon satisfactory completion, they will also earn a shareable e-certificate to showcase their learned skills. 

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5 Weeks
Beginner
13,514
Skills Covered:
Knowledge of Blockchain
Blockchain Foundations and Use Cases

Offered by

ConsenSys Academy via Coursera
Certificate

Blockchain: Foundations and Use Cases

This training course Blockchain: Foundations and Use Cases offered by ConsenSys Academy is the ultimate prologue of blockchain, a startup apparatus, for all types of the audience; be them developers, or non-developers. Apart from technology, this course is also going to throw light on the philosophies and doctrines behind decentralization, and the reasons behind the buzz created by it.

Throughout the initial three modules, the learners will have an introduction to blockchain, as well as the technology used behind it. The level of learning will be raised in the fourth module, as the learners will move past bitcoin, and dig deeper and learn about the blockchain of next generation, Ethereum. This will act as an introduction to modern blockchains and their capabilities, to the candidates.

The use cases appearing in the last module are real-time manifestations, which are taken from the businesses in the startup portfolio of ConsenSys’. We feel that we are perfectly positioned and suited to introduce you, to provide you with relevant as well as helpful backstage views at the companies and people employed in this domain to aid you in having a proper and superior understanding of the commerce side of blockchains.

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5 Weeks
Beginner
Free
Skills Covered:
Knowledge of Blockchain

Offered by

Certificate

Developing AI Applications on Azure

The Developing AI Applications on Azure certification by Coursera will equip users to create and work on an Azure Machine Learning Workspace, all to create their models and test run them on the cloud. 

The learners delve into algorithms, types of machine learning. They’ll learn the practical applications of Python for machine learning solutions, as well as certain scientific ecosystem packages which will help you implement machine learning. Along with standardized approaches to data analytic, they’ll learn Microsoft's Team Data Science Approach. 

Another perk of the Developing AI Applications on Azure certification course is that the learners will familiarize themselves with pre-trained and managed machine learning which is offered as REST API's in their suite of cognitive services. Other concepts include facial recognition API, sentiment analysis with the natural language service, implementation of solutions via the computer vision API. 

Created by Learnquest and available on Coursera, the Developing AI Applications on Azure certification course will take the learners through Artificial Intelligence, Machine learning, Data Analytics, Python programming, etc. Hands-on exercises will polish the AI skills of candidates and also equip them to deploy their machine learning models.

...Read More
5 Weeks
Expert
Free
Skills Covered:
Knowledge of Python Data science knowledge Knowledge of cloud computing

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