Most organizations are looking for ways to improve how employees work in teams. A standard functional organization encourages people to focus on their own individual tasks. Cross-functional teams, on the other hand, bring everybody together to deliver the whole product. You no longer depend on rigid organizational lines, and instead focus on tighter collaboration and greater employee empowerment. In the course, Doug Rose talks about the importance of understanding cross-functional teams and how they allow employees to work better together. Plus, see how to overcome common challenges and maximize your team's performance. As you'll learn, cross-functional teams can be more productive, as well as a fun and rewarding way to work together to quickly deliver your product.
The Internet of Things (IoT) is more than just smart or connected devices. In this course, learn what IoT is, and how it works from a technical standpoint. Bruce Sinclair provides a broad overview of IoT, explaining each of its main components. He also goes into the software-defined product—the digital twin of the physical product—as well as the hardware-defined product, explaining how sensors and embedded systems help to gather data. Plus, he dives into the network fabric, and explains what external systems are and why it's important to consider them when designing an IoT product.
Learning Objectives:
IoT value modeling
The software-defined product
The hardware-defined product
Embedded systems
Connected sensors
The network fabric
OT IT and fog networks
Analytics and big data
Data services
Aproop D Ponnada completed a 50 minute online course titled "Creating a Product-Centric Organization" through LinkedIn Learning on November 1, 2019. The certificate congratulates Aproop on continuing to learn and expanding their skills and perspective. It is signed by the VP of Learning Content at LinkedIn Learning and includes a certificate ID number.
Certificate ofcompletion consulting foundations building your sales systemAproop Dheeraj IEng PMP
One of the most challenging parts of being a consultant is you're in business for yourself. So, when it comes to making sales, you're in the driver's seat. That's why you need a sales system that's easy to implement, and more importantly, one that will help you use your natural consulting talents to fill your sales funnel.
In this course, sales strategist and instructor Meridith Elliott Powell spells out how to create and implement a strong sales system that helps you grow your consulting practice. Discover how to design a sales conversation, create a compelling value proposition, identify and respond to objections, and more.
Learning Objectives:
Recognize the best ways to determine what customers are buying.
Identify the steps to creating a successful sales system.
Explore the fundamentals of creating your client avatar.
Define the role of a follow-up when closing a sale.
Examine the importance of qualifying prospects in a successful sales system.
Evaluate the hidden value tracking possesses in a sales system.
Distinguish the essential fundamentals of developing the right sales actions.
Identify the importance of creating consistency and sustainability within a company’s sales system.
Negotiation skills aren't just important for the sales professionals among us. With a little practice, anyone can learn the simple rules of negotiation to get a great deal on a new car or house, or achieve greater success at work by getting better deals with suppliers, customers, and even colleagues. In this course, master negotiator Chris Croft walks through all the phases of a negotiation, from deciding to negotiate to closing. Chris discusses how to plan your negotiation and calculate your opening offer. Plus, he takes you through a series of specific negotiation tactics, demonstrates how to come to a win-win situation through the use of trading, and goes into how to close the deal.
Learning Objectives:
Why we avoid negotiating
When you should think about negotiating
Planning your negotiation
Calculating your opening offer
Leveraging different negotiation tactics
How to trade
Closing
Determining if you should walk away
Gamifying the sales process is a great way to keep sales teams engaged and competitive. In addition, it provides a way for sales leaders to provide visibility into sales performance and generate up-to-date, quantifiable metrics. In this course Karl Kapp reviews the benefits and core techniques of sales gamification. He provides strategies to implement gamification and tailor it to meet the specific needs of your sales organization. He also reviews three case studies that show how sales gamification works in real-world companies, and explains how to choose the right metrics to measure your success. Plus, learn how to avoid the top mistakes managers make when trying to gamify sales.
Learning Objectives:
Defining sales gamification
Identifying the benefits of sales gamification
Implementing gamification of sales
Analyzing case studies
Measuring the success of gamification
Avoiding mistakes
If you have helped a customer achieve success, you can document it in a case study, which is how you tell the world about it. In this course, learn about typical types of case studies, which fit both online and print formats. Explore strategies for making a compelling case study. Find out how to avoid some common pitfalls.
Learning Objectives:
Describe the features of a case study.
Cite the various elements of a case study.
Explain how to choose the word count for your case study.
Define a stakeholder.
Bad bosses are everywhere. In every industry, at every level. Dealing with a difficult manager is frustrating and impacts anyone's job performance. This course describes all sixteen different types of bad bosses—and their underlying issues—and gives you a playbook of responses for dealing sanely with these obstacles to your career. Chris Croft provides tips for dealing with abusive, demanding, and incompetent managers, and getting the credit, payment, and respect you deserve.
Most organizations are looking for ways to improve how employees work in teams. A standard functional organization encourages people to focus on their own individual tasks. Cross-functional teams, on the other hand, bring everybody together to deliver the whole product. You no longer depend on rigid organizational lines, and instead focus on tighter collaboration and greater employee empowerment. In the course, Doug Rose talks about the importance of understanding cross-functional teams and how they allow employees to work better together. Plus, see how to overcome common challenges and maximize your team's performance. As you'll learn, cross-functional teams can be more productive, as well as a fun and rewarding way to work together to quickly deliver your product.
The Internet of Things (IoT) is more than just smart or connected devices. In this course, learn what IoT is, and how it works from a technical standpoint. Bruce Sinclair provides a broad overview of IoT, explaining each of its main components. He also goes into the software-defined product—the digital twin of the physical product—as well as the hardware-defined product, explaining how sensors and embedded systems help to gather data. Plus, he dives into the network fabric, and explains what external systems are and why it's important to consider them when designing an IoT product.
Learning Objectives:
IoT value modeling
The software-defined product
The hardware-defined product
Embedded systems
Connected sensors
The network fabric
OT IT and fog networks
Analytics and big data
Data services
Aproop D Ponnada completed a 50 minute online course titled "Creating a Product-Centric Organization" through LinkedIn Learning on November 1, 2019. The certificate congratulates Aproop on continuing to learn and expanding their skills and perspective. It is signed by the VP of Learning Content at LinkedIn Learning and includes a certificate ID number.
Certificate ofcompletion consulting foundations building your sales systemAproop Dheeraj IEng PMP
One of the most challenging parts of being a consultant is you're in business for yourself. So, when it comes to making sales, you're in the driver's seat. That's why you need a sales system that's easy to implement, and more importantly, one that will help you use your natural consulting talents to fill your sales funnel.
In this course, sales strategist and instructor Meridith Elliott Powell spells out how to create and implement a strong sales system that helps you grow your consulting practice. Discover how to design a sales conversation, create a compelling value proposition, identify and respond to objections, and more.
Learning Objectives:
Recognize the best ways to determine what customers are buying.
Identify the steps to creating a successful sales system.
Explore the fundamentals of creating your client avatar.
Define the role of a follow-up when closing a sale.
Examine the importance of qualifying prospects in a successful sales system.
Evaluate the hidden value tracking possesses in a sales system.
Distinguish the essential fundamentals of developing the right sales actions.
Identify the importance of creating consistency and sustainability within a company’s sales system.
Negotiation skills aren't just important for the sales professionals among us. With a little practice, anyone can learn the simple rules of negotiation to get a great deal on a new car or house, or achieve greater success at work by getting better deals with suppliers, customers, and even colleagues. In this course, master negotiator Chris Croft walks through all the phases of a negotiation, from deciding to negotiate to closing. Chris discusses how to plan your negotiation and calculate your opening offer. Plus, he takes you through a series of specific negotiation tactics, demonstrates how to come to a win-win situation through the use of trading, and goes into how to close the deal.
Learning Objectives:
Why we avoid negotiating
When you should think about negotiating
Planning your negotiation
Calculating your opening offer
Leveraging different negotiation tactics
How to trade
Closing
Determining if you should walk away
Gamifying the sales process is a great way to keep sales teams engaged and competitive. In addition, it provides a way for sales leaders to provide visibility into sales performance and generate up-to-date, quantifiable metrics. In this course Karl Kapp reviews the benefits and core techniques of sales gamification. He provides strategies to implement gamification and tailor it to meet the specific needs of your sales organization. He also reviews three case studies that show how sales gamification works in real-world companies, and explains how to choose the right metrics to measure your success. Plus, learn how to avoid the top mistakes managers make when trying to gamify sales.
Learning Objectives:
Defining sales gamification
Identifying the benefits of sales gamification
Implementing gamification of sales
Analyzing case studies
Measuring the success of gamification
Avoiding mistakes
If you have helped a customer achieve success, you can document it in a case study, which is how you tell the world about it. In this course, learn about typical types of case studies, which fit both online and print formats. Explore strategies for making a compelling case study. Find out how to avoid some common pitfalls.
Learning Objectives:
Describe the features of a case study.
Cite the various elements of a case study.
Explain how to choose the word count for your case study.
Define a stakeholder.
Bad bosses are everywhere. In every industry, at every level. Dealing with a difficult manager is frustrating and impacts anyone's job performance. This course describes all sixteen different types of bad bosses—and their underlying issues—and gives you a playbook of responses for dealing sanely with these obstacles to your career. Chris Croft provides tips for dealing with abusive, demanding, and incompetent managers, and getting the credit, payment, and respect you deserve.
This certificate recognizes that Aproop D Ponnada completed a 44 minute online course on Consulting Foundations: Client Management and Relationships through LinkedIn Learning on September 24, 2019. The VP of Learning Content at LinkedIn congratulates Aproop on continuing to learn and expand their skills and perspective to become more in demand. The certificate includes Aproop's name, the course details, date of completion, and a unique identification number.
There is plenty of opportunity to innovate even in traditional, top-down companies�even in traditionally "noninnovative" roles. Learn how to become an intrapreneur and lead innovation and change from inside a company. In this course, strategy consultant Robbie Baxter explains what intrapreneurship is and how innovation works inside a large organization. Discover how to gauge whether your company is ready for disruption, how to find and test ideas, how to get resources and buy-in from leadership, and how to scale your ideas so they are feasible for the entire enterprise. Robbie also discusses when to throw in the towel and when to pass off projects. Finally, she shares a few examples of successful intrapreneurship, from organizations as diverse as Adobe and the University of Pennsylvania.
This certificate of completion recognizes that Aproop D Ponnada completed the 37 minute online course "Consulting Foundations: The Concept of Value" through LinkedIn Learning on September 11, 2019. The vice president of LinkedIn Learning congratulates Aproop for continuing to learn and expand their skills and perspective to become more valuable in their field.
This certificate of completion recognizes that Aproop D Ponnada completed a 10 hour and 58 minute course on becoming a product manager on August 27, 2019. The vice president of learning content at LinkedIn congratulates Aproop on continuing to learn and expanding their skills and perspective to become more valuable in their field.
Certificate ofcompletion competitive and market analysis for product managersAproop Dheeraj IEng PMP
This certificate of completion recognizes that Aproop D Ponnada completed an online course titled "Competitive and Market Analysis for Product Managers" on July 17, 2019, lasting 1 hour and 7 minutes. The vice president of LinkedIn Learning congratulated Aproop on continuing to learn and expand their skills and perspective to become more valuable in their career.
This certificate of completion recognizes that Aproop D Ponnada completed a 47 minute online course in Digital Transformation on July 16, 2019. The course was provided through LinkedIn Learning and aims to expand perspectives, sharpen skills, and increase demand through continuous learning.
This certificate of completion recognizes that Aproop D Ponnada completed an online course in personal effectiveness tips on July 8, 2019, taking 2 hours and 28 minutes to complete the course. The vice president of learning content at LinkedIn, the company that hosted the online course, signed the certificate to congratulate Aproop D Ponnada on continuing to learn and expand their skills.
Aproop D Ponnada completed a 1-hour course on developing self-awareness through LinkedIn Learning on July 1, 2019. The course helped expand their perspective and sharpen skills. LinkedIn issued a certificate of completion recognizing Ponnada's participation in continuing education as a Project Management Professional.
This certificate of completion recognizes that Aproop D Ponnada successfully completed an online course on defining and achieving professional goals on June 22, 2019. The course was provided by LinkedIn Learning and is approved for 0.50 professional development units by the Project Management Institute. The vice president of LinkedIn Learning congratulated Aproop on continuing to learn and expand their skills.
Aproop D Ponnada completed a course titled "Leading Yourself" on May 27, 2019 through LinkedIn Learning. The certificate confirms completion of 0.75 Professional Development Units for the course. LinkedIn Learning and the Project Management Institute recognize Aproop D Ponnada's participation and expanded skills through continuing education.
Aproop Dheeraj completed a LinkedIn Learning course titled "Leading Change" on May 24, 2019, which took 1 hour and 12 minutes to complete. The Vice President of Learning Content at LinkedIn congratulated Aproop on continuing to learn and expanding their perspective and skills, making themselves more valuable. The certificate was issued from LinkedIn Learning located in Sunnyvale, California.
This certificate of completion recognizes that Aproop Dheeraj completed the Change Management Foundations course on May 22, 2019, taking 1 hour and 40 minutes to complete it. The vice president of learning content at LinkedIn congratulates Aproop on continuing to learn and expanding their skills and perspective to make themselves more valuable in the workplace.
This certificate of completion recognizes Aproop Dheeraj for completing the "Acting Decisively" course on May 13, 2019. The course was provided through LinkedIn Learning and was approved for 0.50 PDUs/contact hours by the Project Management Institute. The certificate congratulates Aproop Dheeraj on continuing to learn and expand their skills.
This certificate of completion recognizes that Aproop Dheeraj completed an 11 minute online course called "Embracing Change" on May 12, 2019. The course was provided through LinkedIn Learning and aims to help learners expand their perspective, sharpen their skills, and increase their value through continuous learning.
Aproop Dheeraj completed an Executive Decision Making course on May 10, 2019, earning 0.75 PDU credits. The course was provided through LinkedIn Learning and approved by the Project Management Institute. The certificate congratulates Aproop on continuing to learn and expand their skills and perspective.
This certificate of completion recognizes that Aproop Dheeraj completed an 11 minute online course called "Making Decisions" on May 9, 2019. The vice president of learning content at LinkedIn congratulates Aproop on continuing to learn and expand their skills and perspective to make themselves more valuable in the workplace. The certificate was issued by LinkedIn Learning located in Sunnyvale, California.
This certificate of completion recognizes that Aproop Dheeraj completed a 47-minute online course in decision-making strategies on May 8, 2019. The vice president of learning content at LinkedIn, the online learning platform that hosted the course, congratulates Aproop on continuing to learn and expand their skills and perspective.
Certificate ofcompletion foundations of the fourth industrial revolution indu...Aproop Dheeraj IEng PMP
This certificate of completion recognizes that Aproop Dheeraj completed the online course "Foundations of The Fourth Industrial Revolution (Industry 4.0)" through LinkedIn Learning on May 6, 2019, taking 1 hour and 51 minutes to complete the course. The vice president of learning content at LinkedIn congratulated Aproop on continuing to learn and expanding their skills and perspective.
Aproop Dheeraj completed a Managing for Results course on May 6, 2019 through LinkedIn Learning, earning 1.25 PDU credits. The course expanded Aproop's perspective and sharpened skills in demand. LinkedIn Learning congratulated Aproop on continuing to learn and issued a certificate of completion.
This certificate of completion recognizes that Aproop Dheeraj completed the 27 minute online course "Asking Great Sales Questions" through LinkedIn Learning on April 30, 2019. The vice president of content at LinkedIn congratulated Aproop on continuing to learn and expand their skills and perspective to become more valuable. The certificate was issued from LinkedIn Learning in Sunnyvale, California.
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
This certificate recognizes that Aproop D Ponnada completed a 44 minute online course on Consulting Foundations: Client Management and Relationships through LinkedIn Learning on September 24, 2019. The VP of Learning Content at LinkedIn congratulates Aproop on continuing to learn and expand their skills and perspective to become more in demand. The certificate includes Aproop's name, the course details, date of completion, and a unique identification number.
There is plenty of opportunity to innovate even in traditional, top-down companies�even in traditionally "noninnovative" roles. Learn how to become an intrapreneur and lead innovation and change from inside a company. In this course, strategy consultant Robbie Baxter explains what intrapreneurship is and how innovation works inside a large organization. Discover how to gauge whether your company is ready for disruption, how to find and test ideas, how to get resources and buy-in from leadership, and how to scale your ideas so they are feasible for the entire enterprise. Robbie also discusses when to throw in the towel and when to pass off projects. Finally, she shares a few examples of successful intrapreneurship, from organizations as diverse as Adobe and the University of Pennsylvania.
This certificate of completion recognizes that Aproop D Ponnada completed the 37 minute online course "Consulting Foundations: The Concept of Value" through LinkedIn Learning on September 11, 2019. The vice president of LinkedIn Learning congratulates Aproop for continuing to learn and expand their skills and perspective to become more valuable in their field.
This certificate of completion recognizes that Aproop D Ponnada completed a 10 hour and 58 minute course on becoming a product manager on August 27, 2019. The vice president of learning content at LinkedIn congratulates Aproop on continuing to learn and expanding their skills and perspective to become more valuable in their field.
Certificate ofcompletion competitive and market analysis for product managersAproop Dheeraj IEng PMP
This certificate of completion recognizes that Aproop D Ponnada completed an online course titled "Competitive and Market Analysis for Product Managers" on July 17, 2019, lasting 1 hour and 7 minutes. The vice president of LinkedIn Learning congratulated Aproop on continuing to learn and expand their skills and perspective to become more valuable in their career.
This certificate of completion recognizes that Aproop D Ponnada completed a 47 minute online course in Digital Transformation on July 16, 2019. The course was provided through LinkedIn Learning and aims to expand perspectives, sharpen skills, and increase demand through continuous learning.
This certificate of completion recognizes that Aproop D Ponnada completed an online course in personal effectiveness tips on July 8, 2019, taking 2 hours and 28 minutes to complete the course. The vice president of learning content at LinkedIn, the company that hosted the online course, signed the certificate to congratulate Aproop D Ponnada on continuing to learn and expand their skills.
Aproop D Ponnada completed a 1-hour course on developing self-awareness through LinkedIn Learning on July 1, 2019. The course helped expand their perspective and sharpen skills. LinkedIn issued a certificate of completion recognizing Ponnada's participation in continuing education as a Project Management Professional.
This certificate of completion recognizes that Aproop D Ponnada successfully completed an online course on defining and achieving professional goals on June 22, 2019. The course was provided by LinkedIn Learning and is approved for 0.50 professional development units by the Project Management Institute. The vice president of LinkedIn Learning congratulated Aproop on continuing to learn and expand their skills.
Aproop D Ponnada completed a course titled "Leading Yourself" on May 27, 2019 through LinkedIn Learning. The certificate confirms completion of 0.75 Professional Development Units for the course. LinkedIn Learning and the Project Management Institute recognize Aproop D Ponnada's participation and expanded skills through continuing education.
Aproop Dheeraj completed a LinkedIn Learning course titled "Leading Change" on May 24, 2019, which took 1 hour and 12 minutes to complete. The Vice President of Learning Content at LinkedIn congratulated Aproop on continuing to learn and expanding their perspective and skills, making themselves more valuable. The certificate was issued from LinkedIn Learning located in Sunnyvale, California.
This certificate of completion recognizes that Aproop Dheeraj completed the Change Management Foundations course on May 22, 2019, taking 1 hour and 40 minutes to complete it. The vice president of learning content at LinkedIn congratulates Aproop on continuing to learn and expanding their skills and perspective to make themselves more valuable in the workplace.
This certificate of completion recognizes Aproop Dheeraj for completing the "Acting Decisively" course on May 13, 2019. The course was provided through LinkedIn Learning and was approved for 0.50 PDUs/contact hours by the Project Management Institute. The certificate congratulates Aproop Dheeraj on continuing to learn and expand their skills.
This certificate of completion recognizes that Aproop Dheeraj completed an 11 minute online course called "Embracing Change" on May 12, 2019. The course was provided through LinkedIn Learning and aims to help learners expand their perspective, sharpen their skills, and increase their value through continuous learning.
Aproop Dheeraj completed an Executive Decision Making course on May 10, 2019, earning 0.75 PDU credits. The course was provided through LinkedIn Learning and approved by the Project Management Institute. The certificate congratulates Aproop on continuing to learn and expand their skills and perspective.
This certificate of completion recognizes that Aproop Dheeraj completed an 11 minute online course called "Making Decisions" on May 9, 2019. The vice president of learning content at LinkedIn congratulates Aproop on continuing to learn and expand their skills and perspective to make themselves more valuable in the workplace. The certificate was issued by LinkedIn Learning located in Sunnyvale, California.
This certificate of completion recognizes that Aproop Dheeraj completed a 47-minute online course in decision-making strategies on May 8, 2019. The vice president of learning content at LinkedIn, the online learning platform that hosted the course, congratulates Aproop on continuing to learn and expand their skills and perspective.
Certificate ofcompletion foundations of the fourth industrial revolution indu...Aproop Dheeraj IEng PMP
This certificate of completion recognizes that Aproop Dheeraj completed the online course "Foundations of The Fourth Industrial Revolution (Industry 4.0)" through LinkedIn Learning on May 6, 2019, taking 1 hour and 51 minutes to complete the course. The vice president of learning content at LinkedIn congratulated Aproop on continuing to learn and expanding their skills and perspective.
Aproop Dheeraj completed a Managing for Results course on May 6, 2019 through LinkedIn Learning, earning 1.25 PDU credits. The course expanded Aproop's perspective and sharpened skills in demand. LinkedIn Learning congratulated Aproop on continuing to learn and issued a certificate of completion.
This certificate of completion recognizes that Aproop Dheeraj completed the 27 minute online course "Asking Great Sales Questions" through LinkedIn Learning on April 30, 2019. The vice president of content at LinkedIn congratulated Aproop on continuing to learn and expand their skills and perspective to become more valuable. The certificate was issued from LinkedIn Learning in Sunnyvale, California.
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMHODECEDSIET
Time Division Multiplexing (TDM) is a method of transmitting multiple signals over a single communication channel by dividing the signal into many segments, each having a very short duration of time. These time slots are then allocated to different data streams, allowing multiple signals to share the same transmission medium efficiently. TDM is widely used in telecommunications and data communication systems.
### How TDM Works
1. **Time Slots Allocation**: The core principle of TDM is to assign distinct time slots to each signal. During each time slot, the respective signal is transmitted, and then the process repeats cyclically. For example, if there are four signals to be transmitted, the TDM cycle will divide time into four slots, each assigned to one signal.
2. **Synchronization**: Synchronization is crucial in TDM systems to ensure that the signals are correctly aligned with their respective time slots. Both the transmitter and receiver must be synchronized to avoid any overlap or loss of data. This synchronization is typically maintained by a clock signal that ensures time slots are accurately aligned.
3. **Frame Structure**: TDM data is organized into frames, where each frame consists of a set of time slots. Each frame is repeated at regular intervals, ensuring continuous transmission of data streams. The frame structure helps in managing the data streams and maintaining the synchronization between the transmitter and receiver.
4. **Multiplexer and Demultiplexer**: At the transmitting end, a multiplexer combines multiple input signals into a single composite signal by assigning each signal to a specific time slot. At the receiving end, a demultiplexer separates the composite signal back into individual signals based on their respective time slots.
### Types of TDM
1. **Synchronous TDM**: In synchronous TDM, time slots are pre-assigned to each signal, regardless of whether the signal has data to transmit or not. This can lead to inefficiencies if some time slots remain empty due to the absence of data.
2. **Asynchronous TDM (or Statistical TDM)**: Asynchronous TDM addresses the inefficiencies of synchronous TDM by allocating time slots dynamically based on the presence of data. Time slots are assigned only when there is data to transmit, which optimizes the use of the communication channel.
### Applications of TDM
- **Telecommunications**: TDM is extensively used in telecommunication systems, such as in T1 and E1 lines, where multiple telephone calls are transmitted over a single line by assigning each call to a specific time slot.
- **Digital Audio and Video Broadcasting**: TDM is used in broadcasting systems to transmit multiple audio or video streams over a single channel, ensuring efficient use of bandwidth.
- **Computer Networks**: TDM is used in network protocols and systems to manage the transmission of data from multiple sources over a single network medium.
### Advantages of TDM
- **Efficient Use of Bandwidth**: TDM all
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
A review on techniques and modelling methodologies used for checking electrom...nooriasukmaningtyas
The proper function of the integrated circuit (IC) in an inhibiting electromagnetic environment has always been a serious concern throughout the decades of revolution in the world of electronics, from disjunct devices to today’s integrated circuit technology, where billions of transistors are combined on a single chip. The automotive industry and smart vehicles in particular, are confronting design issues such as being prone to electromagnetic interference (EMI). Electronic control devices calculate incorrect outputs because of EMI and sensors give misleading values which can prove fatal in case of automotives. In this paper, the authors have non exhaustively tried to review research work concerned with the investigation of EMI in ICs and prediction of this EMI using various modelling methodologies and measurement setups.
ACEP Magazine edition 4th launched on 05.06.2024Rahul
This document provides information about the third edition of the magazine "Sthapatya" published by the Association of Civil Engineers (Practicing) Aurangabad. It includes messages from current and past presidents of ACEP, memories and photos from past ACEP events, information on life time achievement awards given by ACEP, and a technical article on concrete maintenance, repairs and strengthening. The document highlights activities of ACEP and provides a technical educational article for members.
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.