What's actually happening to a neural network as it learns?
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The following video is sort of an appendix to this one. The main goal with the follow-on video is to show the connection between the visual walkthrough here, and the representation of these "nudges" in terms of partial derivatives that you will find when reading about backpropagation in other resources, like Michael Nielsen's book or Chis Olah's blog.

Video timeline:
0:00 - Introduction
0:23 - Recap
3:07 - Intuitive walkthrough example
9:33 - Stochastic gradient descent
12:28 - Final words

This interview is published from deeplearning.ai’s Deep Learning Specialization (https://www.coursera.org/speci....alizations/deep-lear on Coursera.

It is part of the course on “Convolutional Neural Networks” (https://www.coursera.org/learn..../convolutional-neura

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The video is copyright protected and belongs to Axis Communications AB (Axis). Axis does not authorize reproduction of any copyright protected material for commercial purposes. Nor do we permit local hosting of Axis materials on third-party webpages or social media accounts. Instead, we encourage and specifically authorize you to “deep link” to relevant Axis videos available e.g. on our official YouTube channel.

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Hugging Face Tutorial
Hugging Face Crash Course
Sentiment Analysis, Text Generation, Text Classification

Resources:
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Timestamps:
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11:07 Save / Load
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#MachineLearning #DeepLearning #HuggingFace

** Artificial Intelligence and Deep Learning: https://www.edureka.co/ai-deep....-learning-with-tenso **
This Edureka video on 'A Star Algorithm' teaches you all about the A star Algorithm, the uses, advantages and disadvantages and much more. It also shows you how the algorithm can be implemented practically and has a comparison between the Dijkstra and itself.

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#Edureka #ArtificialIntelligenceEdureka #AStarAlgorithm #artificialintelligence #artificialintelligencetutorial #artificialintelligencecourse
-------------------------------------------------------------------------------
About the Course

Edureka's Deep learning with Tensorflow course will help you to learn the basic concepts of TensorFlow, the main functions, operations and the execution pipeline. Starting with a simple “Hello Word” example, throughout the course you will be able to see how TensorFlow can be used in curve fitting, regression, classification and minimization of error functions. This concept is then explored in the Deep Learning world. You will evaluate the common, and not so common, deep neural networks and see how these can be exploited in the real world with complex raw data using TensorFlow. In addition, you will learn how to apply TensorFlow for backpropagation to tune the weights and biases while the Neural Networks are being trained. Finally, the course covers different types of Deep Architectures, such as Convolutional Networks, Recurrent Networks, and Autoencoders.

Delve into neural networks, implement Deep Learning algorithms, and explore layers of data abstraction with the help of this Deep Learning with TensorFlow course.

-------------------------------------------------------------------------------

Who should go for this course?
The following professionals can go for this course:
1. Developers aspiring to be a 'Data Scientist'
2. Analytics Managers who are leading a team of analysts
3. Business Analysts who want to understand Deep Learning (ML) Techniques
4. Information Architects who want to gain expertise in Predictive Analytics
5. Professionals who want to captivate and analyze Big Data
6. Analysts wanting to understand Data Science methodologies

However, Deep learning is not just focused to one particular industry or skill set, it can be used by anyone to enhance their portfolio.

-------------------------------------------------------------------------------

Why Learn Deep Learning With TensorFlow?

TensorFlow is one of the best libraries to implement Deep Learning. TensorFlow is a software library for numerical computation of mathematical expressions, using data flow graphs. Nodes in the graph represent mathematical operations, while the edges represent the multidimensional data arrays (tensors) that flow between them. It was created by Google and tailored for Machine Learning. In fact, it is being widely used to develop solutions with Deep Learning.

Machine learning is one of the fastest-growing and most exciting fields out there, and Deep Learning represents its true bleeding edge. Deep learning is primarily a study of multi-layered neural networks, spanning over a vast range of model architectures. Traditional neural networks relied on shallow nets, composed of one input, one hidden layer and one output layer. Deep-learning networks are distinguished from these ordinary neural networks having more hidden layers, or so-called more depth. These kinds of nets are capable of discovering hidden structures within unlabeled and unstructured data (i.e. images, sound, and text), which constitutes the vast majority of data in the world.

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In this ‘Test Automation Strategy’ video by Edureka, you will learn about how to make test automation successful with a test automation strategy. Below topics are covered in this video:
Introduction to Automation Testing
Test Automation Strategy
Benefits of Test Automation Strategy

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This Edureka's video on Microservices Design Patterns talks about the top design patterns you can use to build applications. In this video, you will learn the following:
00:00:00 Introduction
00:01:29 Why do we need Design Patterns?
00:03:41 What are Design Patterns?
00:04:28 What are Microservices?
00:06:00 Principles behind Microservices
00:10:24 Microservices Design Patterns

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🔥Post Graduate Program In DevOps: https://www.simplilearn.com/pgp-devops-certification-training-course?utm_campaign=DevOpsScribe&utm_medium=Descriptionff&utm_source=youtube
This video on DevOps will help you understand DevOps from scratch. You will come to know about the advent of DevOps, different stages in DevOps and what all tools are needed in those stages. You will understand the relationship between the Development team and the Operations team in the DevOps process. Later in the video you shall understand the applicability of DevOps and some tech giants that work on the DevOps culture. Towards the end we shall also have a quiz that will let you test your DevOps skills. So, with any further ado lets jump right in.

Don't forget to take the quiz at 03:33!

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This program, designed in collaboration with Caltech CTME, prepares you for a career in DevOps, bridging the gap between software developers and operations teams. Our unique Blended Learning combines live online classes, interactive labs and more, giving you hands-on experience and job-ready skills.This Post Graduate Program in DevOps will help you master the art and science of improving the development and operational activities of your entire team. You will build expertise via hands-on projects in continuous deployment, using configuration management tools such as Puppet, SaltStack, and Ansible.

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In today's video on What is Salesforce, we will take a look at what salesforce, and why it's considered the best CRM platform in the world. After a small introduction to salesforce, we take a look at the different clouds offered by salesforce, like the sales cloud, service cloud, analytics cloud among others. We also take a look at some of the drawbacks of Salesforce, along with a few reasons why it's the number 1 CRM platform in the world.

00:00 What is Salesforce?
00:43 Introduction to Salesforce
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This video on "ChatPGT for Content Creation" will show you how to use ChatGPT to create great content in a short amount of time. The AI-based model developed by OpenAI provides fast response times, increases productivity, and supports multiple languages, making it an ideal tool for bloggers and content creators. Content creation using ChatGPT has become a trending topic nowadays, with many online writers finding new ways every day to leverage ChatGPT's capabilities. By the end of this ChatGPT tutorial, you will be able to use the AI chatbot's full potential when creating content for your blogs, websites, or articles with minimal effort.

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00:00 Introduction to ChatGPT for Content Creation
01:58 What is ChatGPT?
02:25 How Does ChatGPT Works?
03:04 How To Create Content In ChatGPT?

👉What is meant by Content Creation?
Content creation is the method of generating topic ideas that are appealing to your target audience, creating written or visual content around those ideas, and making that information available to your audience in the form of a blog, video, infographic, or other content formats.
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ChatGPT is an open AI-trained and developed model that works conversationally. ChatGPT is capable of systematically resolving all bugs while providing detailed explanations for each step it takes.

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This video is based on the LookUp Functions in Excel. In this video, you will learn all the major fundamentals of Excel Lookup Functions - Vlookup, Hlookup, and Xlookup and how to implement VLookUp, HLookUp, and XLookUp in real time. The Excel LookUp tutorial will include the following concepts explained in detail as shown below.

Introduction to What is LookUp in Excel
This part of the tutorial will explain a brief introduction of LookUp functions in excel and also help you with learning the fundamental technicalities of HLookup in Excel

How to use VLookup in Excel.
This part of the LookUp tutorial will help you understand how to implement VLookup in Excel in Practical mode using a real-time example.

How to use HLookup in Excel.
This part of the LookUp tutorial will help you understand how to implement HLookup in Excel in Practical mode using a real-time example.

How to use XLookup in Excel.
This part of the LookUp tutorial will help you understand how to implement XLookup in Excel in Practical mode using a real-time example.

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What is Microsoft Excel?
Excel is one of the best applications available on the market for creating spreadsheets to crunch numbers and dashboard reports as well as storing and administering data.

What is Lookup in Excel?
Lookup functions in Excel mean referencing a cell to match values in another row or column against the cell and thereby retrieving the corresponding results from the respective rows and columns.

What is VLOOKUP in Excel?
VLOOKUP stands for Vertical Lookup. As the name specifies, VLOOKUP is a built-in Excel function that helps you look for a specified value by searching for it vertically across the sheet. VLOOKUP in Excel may sound complicated, but you will find out that it is a very easy and useful tool once you try it. Look at the example below to understand VLOOKUP.

What Is HLOOKUP Function in Excel?
HLOOKUP is an Excel function to lookup and which retrieves data from a specific row in a table. It searches for a value in the table's first row and returns another value in the same column from a row according to the given condition.

What is XLookUp in Excel?
The XLOOKUP function is the improved version of VLOOKUP and HLOOKUP. XLOOKUP function is used when you need to find things in a table or a range by row. The difference between VLOOKUP and XLOOKUP is that XLOOKUP can search for a return value regardless of which side the return column is on.

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