Our previous discussions of deep net applications were limited to static patterns, but how can a net decipher and label patterns that change with time? For example, could a net be used to scan traffic footage and immediately flag a collision? Through the use of a recurrent net, these real-time interactions are now possible.

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The Recurrent Neural Net (RNN) is the brainchild of Juergen Schmidhuber and Sepp Hochreiter. The three deep nets we’ve seen thus far – MLP, DBN, and CNN – are known as feedforward networks since a signal moves in only one direction across the layers. In contrast, RNNs have a feedback loop where the net’s output is fed back into the net along with the next input. Since RNNs have just one layer of neurons, they are structurally one of the simplest types of nets.

Like other nets, RNNs receive an input and produce an output. Unlike other nets, the inputs and outputs can come in a sequence. Here are some sample applications for different input-output scenarios:
- Single input, sequence of outputs: image captioning
- Sequence of inputs, single output: document classification
- Sequence of inputs, sequence of outputs: video processing by frame, statistical forecasting of demand in Supply Chain Planning

Have you ever used an RNN in one of your projects before? If so, please comment and tell us about your experience.

RNNs are trained using backpropagation through time, which reintroduces the vanishing gradient problem. In fact, the problem is worse with an RNN because each time step is the equivalent of a layer in a feedforward net. Thus if the net is trained for 1000 time steps, the gradient will vanish exponentially as it would in a 1000-layer MLP.

There are different approaches to address this problem, the most popular of which is gating. Gating takes the output of any time step and the next input, and performs a transformation before feeding the result back into the RNN. There are several types of gates, the LSTM being the most popular. Other approaches to address this problem include gradient clipping, steeper gates, and better optimizers.

GPUs are an essential tool for training an RNN. A team at Indico compared the speed boost from using a GPU over a CPU, and found a 250-fold increase. That’s the difference between 1 day and over 8 months!

A recurrent net has one additional capability – it can predict the next item in a sequence, essentially acting as a forecasting engine.

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In this Edureka video on 𝐂𝐡𝐚𝐭𝐆𝐏𝐓 𝐄𝐱𝐩𝐥𝐚𝐢𝐧𝐞𝐝, you will understand what is ChatGPT and how to use it. In short, ChatGPT is an AI language model developed by OpenAI, which is capable of generating human-like text based on the input it is given. This introduction to ChatGPT video also talks about several ChatGPT use cases, applications and examples. Below are the topics covered in this ChatGPT tutorial:
00:00 Introduction
00:59 What is ChatGPT?
02:20 ChatGPT for Developers
02:39 ChatGPT for Content Development
03:16 ChatGPT for Marketing & Sales
03:36 ChatGPT for Accounting and Data Analytics
03:50 Psychologists & Psychiatrists are using ChatGPT
04:21 How to use ChatGPT?
04:37 ChatGPT Use Case demo: Programming
06:20 ChatGPT Use Case demo: Content Creation for a Blog
07:16 ChatGPT Use Case demo: Sales Pitch
07:52 Edureka ChatGPT Course: Beginners to Advanced
08:06 Limitations of ChatGPT
09:12 Future of ChatGPT

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🔵 About Edureka ChatGPT Certification Training Course

Edureka’s ChatGPT Certification Training Course will teach you about ChatGPT architecture, GPT models, methodology, and real-world applications. The ChatGPT certification training program is an excellent choice for individuals and organizations seeking to improve their language processing and AI skills and knowledge.

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Interested individuals can opt for the Online ChatGPT Certification course as this course provides:

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Career advancement: The certification demonstrates an individual's expertise and competence in working with ChatGPT, making them a valuable asset to any organization.

Stay ahead of the curve: ChatGPT is a rapidly growing field, and with the certification, one can stay ahead of the curve and stay updated with the latest advancements in the industry.

Enhance skills: The course provides practical skills and knowledge that can be applied to various areas and industries.

🔵 Who should take up this ChatGPT Certification Course?

The ChatGPT Certification Course is suitable for a wide range of individuals, including:

AI professionals: This course is ideal for AI professionals who want to gain expertise in ChatGPT and expand their knowledge in the field of AI.

Developers: Developers who want to integrate ChatGPT into their projects and create new AI applications can benefit from the course.

Data scientists: Data scientists who want to understand how ChatGPT can be used to process and analyze large amounts of data can also benefit from the course.

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What is Java?
Java is an object-oriented, class-based, high-level programming language used for software development, mobile application development, website development, desktop application development, and much more. Java is one of the leading and in-demand programming languages in the current IT industry.

Why learn Java?
Java is a very powerful and versatile programming language used for a variety of needs. Java is used for web development, android development, mobile and desktop development, cloud computing and much more. Having a comfortable understanding of Java would prove to be a greater advantage to find yourself a great career.

What is Encapsulation in Java?
Encapsulation in java is one of the fundamental object-oriented programming paradigms. Encapsulation is the process of combining and storing the methods and variables together inside one single class. This makes the method and variables to be bonded together.

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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐬 𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐂𝐨𝐮𝐫𝐬𝐞 (Use code: "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎"): https://www.edureka.co/data-sc....ience-certification-
This Edureka "Statistics For Data Science" video will introduce you to the concepts of statistics using Data Science. You will learn about Descriptive and Inferential statistics in detail with a demo. The following topics are covered in this Statistics for Data Science tutorial:

00:00:00 Introduction
00:00:26 Agenda
00:01:05 Introduction to statistics
00:01:42 Terminology
00:03:57 Categories in Statistics
00:04:18 Descriptive Statistics and Inferential statistics
00:05:17 Descriptive Statistics - USE case
00:11:19 Statistics in R
00:12:51 Hands-on

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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐉𝐚𝐯𝐚𝐒𝐜𝐫𝐢𝐩𝐭 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞: https://www.edureka.co/javascr....ipt-certification-tr
This Edureka video on What is JavaScript explains all the fundamentals of JavaScript with examples. This JavaScript tutorial for beginners also explains various features and applications of JavaScript in the following sequence:
00:00:00 Introduction
00:01:28 Origin of JavaScript
00:03:40 What is JavaScript?
00:05:56 What can JavaScript do?
00:07:02 JavaScript Frameworks
00:08:16 HTML vs CSS vs JavaScript
00:08:59 Benefits of JavaScript
00:10:26 JavaScript Fundamentals

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⏩ NEW Top 10 Technologies To Learn In 2023 - https://youtu.be/udD_GQVDt5g

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About Course:

What is the best way to learn JavaScript?

Edureka’s JavaScript Certification Training is the best training module you need to master the technology and look to make a career in it. We also provide a plethora of free tutorials and blogs that will help you get started with JavaScript and cover the basics well.

What are the skills needed to master JavaScript?

There is no such skill-set required to master JavaScript. Having basic functional knowledge of HTML and CSS will be an add-on when you learn JavaScript.

Why take an online JavaScript Certification course? How is it better than an offline course?

Learning pedagogy has evolved with the advent of technology. Online training adds convenience and quality to the training module. With our 24x7 support system, our online learners will have someone to help them all the time even after the class ends. This is one of the driving factors to make sure that people achieve their end learning objective. We also provide life-time access to our updated course materials.

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In this video, you will learn about Artificial Intelligence in 10 minutes. Artificial Intelligence is the most debated technology of the 21st century. It is widely used to solve complex problems and ease human tasks. You will understand what is artificial intelligence and look at a brief history of AI. Then, you will see the types of AI and learn the different applications of AI. Finally, we'll see what the future of AI holds.

Below topics are covered in this video:
00:00 - 00:39 Artificial Intelligence Basics
00:39 - 02:58 Artificial Intelligence History
02:58 - 03:48 What is Artificial Intelligence?
03:48 - 06:44 Types of Artificial Intelligence
06:44 - 08:17 AI Applications
08:17 - 09:39 Future of AI

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#ArtificialIntelligence #AIExplained #ArtificialIntelligenceExplained #AIIn10Minutes #AI #MachineLearning #Simplilearn

What is Artificial Intelligence?
Artificial Intelligence or AI is the combination of algorithms used for the purpose of creating intelligent machines that have the same skills as a human being. It uses machine learning and deep learning techniques to build complex systems. AI has made significant advances in the past few years and has impacted both our everyday lives and business in big ways. It is being widely used in every sector of business, such as Healthcare, E-Commerce, Manufacturing, Retail, and Logistics.

Simplilearn’s Artificial Intelligence course provides training in the skills required for a career in AI. You will master TensorFlow, Machine Learning and other AI concepts, plus the programming languages needed to design intelligent agents, deep learning algorithms & advanced artificial neural networks that use predictive analytics to solve real-time decision-making problems without explicit programming.

Why learn Artificial Intelligence?
The current and future demand for AI engineers is staggering. The New York Times reports a candidate shortage for certified AI Engineers, with fewer than 10,000 qualified people in the world to fill these jobs, which according to Paysa earn an average salary of $172,000 per year in the U.S. (or Rs.17 lakhs to Rs. 25 lakhs in India) for engineers with the required skills.

You can gain in-depth knowledge of Artificial Intelligence by taking our Artificial Intelligence certification training course. Those who complete the course will be able to:
1. Master the concepts of supervised and unsupervised learning
2. Gain practical mastery over principles, algorithms, and applications of machine learning through a hands-on approach which includes working on 28 projects and one capstone project.
3. Acquire thorough knowledge of the mathematical and heuristic aspects of machine learning.
4. Understand the concepts and operation of support vector machines, kernel SVM, aive bayes, decision tree classifier, random forest classifier, logistic regression, K-nearest neighbors, K-means clustering and more.
5. Comprehend the theoretical concepts and how they relate to the practical aspects of machine learning.
6. Be able to model a wide variety of robust machine learning algorithms including deep learning, clustering, and recommendation systems

👉Learn more at: https://bit.ly/2AlrLiB

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🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐒𝐚𝐥𝐞𝐬𝐟𝐨𝐫𝐜𝐞 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎) : https://www.edureka.co/salesfo....rce-administrator-an
This video will give you an introduction to the Salesforce CRM and talk tell you how & why Salesforce has emerged as one of the leading cloud computing companies today.
This video covers the following topics:
00:00:00 introduction
00:00:35 Agenda
00:01:06 What is Cloud computing
00:02:38 What is Salesforce
00:05:28 Benefits of cloud computing & Salesforce
00:08:35 Working of salesforce
00:25:57 Hands on

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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🔵 Machine Learning Engineer Masters Program: http://bit.ly/3AEq4c4
🌕 Business Intelligence Masters Program: http://bit.ly/3UZPqJz
🔵 Python Developer Masters Program: http://bit.ly/3EV6kDv
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🌕 Post Graduate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

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🔥Post Graduate Program In Cyber Security: https://www.simplilearn.com/pgp-cyber-security-certification-training-course?utm_campaign=CSFullCourseJan62022-yr1Psapupsc&utm_medium=DescriptionFirstFold&utm_source=youtube
This Cyber Security full course helps you learn cybersecurity in 12 Hours. In this cybersecurity tutorial for beginners, you will learn the importance of cybersecurity, cybersecurity skills, what cybersecurity means, and the types of cyberattacks with a hands-on demo for each. This video also covers cryptography, ethical hacking, and the top cybersecurity certifications.

Below are the topics covered in this Cyber Security full course video:
Introduction to Cybersecurity
Top Cyber Security Skills
Types of Cyberattacks
What is Cyber Security
Ethical Hacking
Cryptography
CompTIA Security+Cerificatios
CEH Certification
CISSP Certification
Cyber Security Interview Questions and answers

✅Subscribe to our Channel to learn more about the top Technologies: https://bit.ly/2VT4WtH

⏩ Check out the Cyber Security training videos: https://www.youtube.com/playli....st?list=PLEiEAq2VkUU

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What Is Cyber Security?
Cyber Security involves techniques that help in securing various digital components, networks, data, and computer systems, from unauthorized digital access. There are several ways to implement cybersecurity, depending on the kind of network you are connected to and the type of cyberattacks you are prone to. A few ways to implement cybersecurity are defining clear boundaries, using network security control devices like Firewalls and IDS, and carrying out security testing.

➡️ About Post Graduate Program In Cyber Security

This Post Graduate Program in Cyber Security will help you learn comprehensive approaches to protecting your infrastructure and securing data, including risk analysis, mitigation, and compliance. You will get foundational to advanced skills through industry-leading cyber security certification courses that are part of the program.

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- Simplilearn Post Graduate Certificate
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- 25+ hands-on projects
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✅ Skills Covered

- Advanced Hacking Concepts
- Network Packet Analysis
- Ethical Hacking
- IDS Firewalls and Honeypots
- Security and Risk Management
- Network Security
- Software Development Security
- Cryptography OSI and TCPIP Models
- Identity and Access Management
- Security Assessment and Testing
- Trojans Backdoors and Countermeasures
- Mobile and Web Technologies

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🔥🔥 Interested in Attending Live Classes? Call Us: IN - 18002127688 / US - +18445327688