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Don't forget to take the question in this azure training for beginners video at 03:18:57 & stand a chance to win Amazon voucher worth Rs 500🎁. In this Azure tutorial for beginners video you will learn about what is microsoft azure introduction, azure certifications, all the microsoft azure fundamentals concepts, azure architecture, azure subscription and resources, core azure services and how to architect an application on azure in detail.
#AzureTraining #AzureTutorialforBeginners #AzureCloudTraining #Intellipaat #Azure #CloudComputingTutorialforBeginners #MicrosoftAzure

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📝Following topics are covered in this azure training for beginners video:
Introduction to Cloud Computing - 1:27
Cloud Computing Advantages - 7:45
Cloud Products - 8:38
Cloud Computing Models - 11:28
Deployment Models - 15:02
Service Models - 23:30
Cloud Providers - 25:09
Why Microsoft Azure? - 30:05
What is Microsoft Azure? - 34:43
Azure Core Architecture - 35:27
Azure Core Architecture Components - 44:54
Azure Resource Manager - 48:23
Core Azure Services - 53:23
Core Azure Services - Domains - 54:39
Core Azure Services - Compute - 1:00:16
Hands-on: Create a VM on Azure - 1:15:28
Core Azure Services - Networking - 1:39:43
Core Azure Services - Storage - 1:57:44
Hands-on: Azure Blob Storage - 2:09:12
Core Azure Services - Database + Analytics - 2:19:48
Core Azure Services - AI + MAchine Learning - 2:33:40
Core Azure Services - Identity - 2:39:25
Core Azure Services - Management - 2:43:13
Hands-on: Architecting an Application on Azure - 2:51:11
Quiz-1 - 3:18:19
Quiz-2 - 3:18:41
Quiz-3 - 3:18:57

Are you looking for something more? Enroll in our Microsoft Azure training & certification course and become a certified Azure Professional (https://intellipaat.com/microsoft-azure-training/). It is a 28 hrs instructor led Azure training provided by Intellipaat which is completely aligned with industry standards and certification bodies.

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Who should watch this Microsoft Azure video?

If you want to learn Azure to become Solutions architects & programmers looking to build SaaS, PaaS and IaaS applications then this Intellipaat windows azure certification is for you. The Intellipaat Azure video is your first step to learn Azure. Since this Microsoft Azure certification video can be taken by anybody, so if you are a Network and Systems administrators or Graduates and professionals looking to upgrade the skills to cloud technologies or Storage and security admins, Virtualization & network engineers then you can also watch this Azure certification video.

Why should you opt for a Azure career?

If you want to fast-track your career then you should strongly consider Azure. Cloud computing and cloud infrastructure are today some of the most powerful shifts that are happening in organizations around the world that want to benefit from its strengths like low cost, instant availability and high reliability. The Intellipaat industry-designed Microsoft Azure training is for those looking to make a solid career in the Microsoft Azure domain and become a Microsoft Azure certified professional. The salaries for Azure professional are very good. Hence this Intellipaat azure video is your stepping stone to a successful career!
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#UIUXDesignFullCourse #UIUXCourse #UIUXTraining #Intellipaat

This UI UX Design Full Course covers all the important skill sets required to get you a UI UX job!

We will begin this UI UX Course with an Introduction to UI UX Design. Then we will get introduced to Figma, how to do Brainstorming and Empathization in Figma, as well as how to use predefined templates and features from Figjam.

Next, we will cover How to use inspiration from the internet to create design, how to recognize UI patterns, Atomic Design principles, and much more about UI and UX technicalities as highlighted on the screen. Finally, we will help you understand how you can create UI Components in Figma as well as some of the important Figma PlugIns and their Use Cases.

This UI UX Course suits those who aspire to become UI UX Designers

🔵 Following topics are covered in this UI UX Design Full Course:
00:00:00 - Introduction to UI UX Course
00:03:15 - Introduction to Figma Products
00:37:46 - What is Affinity Map And How to Create?
00:49:46 - Collaborative Power
00:50:50 - Brainstorming & Empathization in Figma
01:09:23 - Using Predefined Templates and Features in FigJam
01:49:47 - Drawing Inspiration from the Internet
02:10:56 - Atomic Design Principle
02:28:38 - Principles of Good UI Design
02:47:20 - UI Design Styles
03:00:52 - What is a Wireframe?
03:07:30 - Jakob's Law
03:25:37 - Aesthetic Usability Effect
03:33:10 - Hick's Law
03:50:50 - Goal - Gradient Effect
03:57:45 - Miller's Law
04:08:26 - Serial Position Effect
04:11:25 - Von Restroff Effect
04:15:35 - Zeigarnik Effect
04:22:52 - Law of Common Region
04:24:58 - Gestalt Law of UX Designing
04:38:14 - UI Designing Principles
05:02:00 - Drawing Inspiration from the Internet
05:09:09 - Hands-on Session
07:30:03 - Components in Figma
07:56:42 - Figma Plugins & It’s Use Cases
10:31:46 - UI UX Designing Interview Questions And Answers

✅ What is a UI UX course?
The UI/UX Design Specialization brings a design-centric approach to user interface and user experience design and offers practical, skill-based instruction centered around a visual communications perspective, rather than one focused on marketing or programming alone.

✅What is the UI UX design course for?
The UI/UX Design Specialization brings a design-centric approach to user interface and user experience design and offers practical, skill-based instruction centered around a visual communications perspective, rather than one focused on marketing or programming alone.

➡ About the Course
Become a UI/UX professional by building a strong UX portfolio with our UI UX Course in just 6 months!

UI UX Design Course by iHUB, IIT Roorkee (An Innovation Hub of IIT Roorkee)
Learn UI/UX from eminent IIT Faculty & Industry Experts
Gain Generative AI skills in the UI UX Industry
2 Days Campus Immersion at IIT Roorkee

➡Who should take this course?
Web designers
Web developers
Product designers
Anyone with a bachelor’s degree
Anyone aspiring to pursue UX UI Design

✅ Key Features - (Course Features)
👉🏼50+ Live sessions across 6 months
👉🏼250 Hrs of Applied Learning
👉🏼30+ Industry Projects & Case Studies
👉🏼Learn from IIT Faculty & Industry Practitioners
👉🏼Top 2 performers per batch will receive INR 80,000 in fellowship*
👉🏼Up to INR 50 lakhs startup Incubation Support*
👉🏼24*7 Support
👉🏼1:1 Mock Interview

➡ What’s Covered in This Program? -
What’s Covered in This Program? -
✅ PART - 1 Introduction to UI/UX Design, design process, and user research
✅ PART - 2 Fundamentals of UI and UX design and how to Apply them
✅ PART - 3 Polishing your UI/UX Design and Learning about the UX Industry
✅ PART - 4 Getting Industry Ready

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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 𝐌𝐚𝐬𝐭𝐞𝐫 𝐏𝐫𝐨𝐠𝐫𝐚𝐦(𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎): https://www.edureka.co/masters....-program/machine-lea
This Edureka video will provide you with a detailed and comprehensive knowledge of Naive Bayes Classifier Algorithm in python. At the end of the video, you will learn from a demo example on Naive Bayes. Below are the topics covered in this tutorial:
00:00:00 Introduction
00:00:25 Agenda
00:01:35 What is Machine Learning
00:13:47 Introduction to Classification
00:17:28 Classification Algorithms
00:18:30 What is Naïve Bayes
00:31:36 Mathematical Working of Naïve Bayes
00:39:24 Example

📝Feel free to comment your doubts in the comment section below, and we will be happy to answer📝

-------𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧---------

🔵 DevOps Online Training:https://bit.ly/3r7xtvQ
🌕 AWS Online Training: https://bit.ly/3r6sawS
🔵 Azure DevOps Online Training:https://bit.ly/3r8shaX
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---------𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐨𝐥𝐞-𝐁𝐚𝐬𝐞𝐝 𝐂𝐨𝐮𝐫𝐬𝐞𝐬---------

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🌕 Python Developer Masters Program : https://bit.ly/3j8YYkg
🔵 Azure Cloud Engineer Masters Program: https://bit.ly/3NQb9Ax

--------𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐏𝗼𝘀𝘁 𝗚𝗿𝗮𝗱𝘂𝗮𝘁𝗲 𝐂𝐨𝐮𝐫𝐬𝐞𝐬--------
🔵 Artificial and Machine Learning PGD with E & ICT Academy
NIT Warangal: https://bit.ly/3Kji6bb
🌕 Post Graduate Program in DevOps with Purdue University: https://bit.ly/3uoajDH

📢📢 𝐓𝐨𝐩 𝟏𝟎 𝐓𝐫𝐞𝐧𝐝𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 𝟐𝟎𝟐𝟐 𝐒𝐞𝐫𝐢𝐞𝐬 📢📢
⏩𝐓𝐨𝐩 𝟏𝟎 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 𝟐𝟎𝟐𝟮: https://bit.ly/3yhEs7S
⏩𝐓𝐨𝐩 𝟏𝟎 𝐇𝐢𝐠𝐡𝐞𝐬𝐭 𝐏𝐚𝐲𝐢𝐧𝐠 𝐉𝐨𝐛𝐬 𝐅𝐨𝐫 𝟐𝟎𝟐𝟐: https://bit.ly/3HcpPG6
⏩𝐓𝐨𝐩 𝟏𝟎 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐦𝐢𝐧𝐠 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞𝐬 𝐟𝐨𝐫 𝟐𝟎𝟐𝟐: https://bit.ly/3FW6F69
⏩𝐓𝐨𝐩 𝟏𝟎 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐟𝐨𝐫 𝟐𝟎𝟐𝟐: https://bit.ly/3gH57mr

📌𝐓𝐞𝐥𝐞𝐠𝐫𝐚𝐦: https://t.me/edurekaupdates
📌𝐓𝐰𝐢𝐭𝐭𝐞𝐫: https://twitter.com/edurekain
📌𝐋𝐢𝐧𝐤𝐞𝐝𝐈𝐧: https://www.linkedin.com/company/edureka
📌𝐈𝐧𝐬𝐭𝐚𝐠𝐫𝐚𝐦: https://www.instagram.com/edureka_lea...
📌𝐅𝐚𝐜𝐞𝐛𝐨𝐨𝐤: https://www.facebook.com/edurekaIN/
📌𝐒𝐥𝐢𝐝𝐞𝐒𝐡𝐚𝐫𝐞: https://www.slideshare.net/EdurekaIN
📌𝐂𝐚𝐬𝐭𝐛𝐨𝐱: https://castbox.fm/networks/505?count...
📌𝐌𝐞𝐞𝐭𝐮𝐩: https://www.meetup.com/edureka/
📌𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲: https://www.edureka.co/community/

About the Machine Learning with Python Training
Edureka’s Machine Learning Certification Training using Python is designed to make you grab the concepts of Machine Learning. This Machine Learning Certification will provide a deep understanding of Machine Learning and its mechanism. As a Data Scientist, you will be learning the importance of Machine Learning and its implementation in the python programming language. Furthermore, in this Machine Learning with Python Training, you will be taught Reinforcement Learning which in turn is an important aspect of Artificial Intelligence. You will be able to automate real-life scenarios using Machine Learning Algorithms. Towards the end of this Machine Learning online course, we will be discussing various practical use cases of Machine Learning with Python programming language to enhance your learning experience. Edureka offers the best Machine Learning Training online for those who want to be the best in Python. Enroll now with Edureka's online Machine Learning Certification to get trained with industrial experts.

What are the pre-requisites for this Machine Learning Certification Training ?
The pre-requisites for the Machine Learning Training include development experience with Python. Fundamentals of Data Analysis practiced over any of the data analysis tools like SAS/R will be a plus. However, Python would be more advantageous.

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This video on Full Stack Development Full course will help you learn the learn everything there is to know about full stack development. The course will start with an Introduction to Full Stack Development Full Course covers everything from What is web development and its future to practical skills with a Web Development Roadmap Guide and Web Development Tutorials. You'll explore Top 10 Web Development Projects, learn about the Best AI Coding Tools, and get tips on How to Get Internships. Additionally, the course includes Web Development Interview Questions and insights into Top 5 Hackathons in India to enhance your learning and career opportunities.

The course will cover the following topics:

00:00:00 Introduction to Full Stack Development Full Course
00:13:04 What is web development and its future
00:26:47 Web development roadmap guide
00:38:51 Best AI Coding tools
00:47:05 Top 5 Hackathons in india
07:27:11 Web Development Tutorial
09:45:16 Top 10 Web development projects
10:02:38 How to get Internships
11:06:28 Web Dvelopment Interview Questions

✅ what is full stack development?
Full stack development is the process of designing, building, testing, and deploying a web application from start to finish, including both the front-end and back-end components.

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

⏩ Check out our JavaScript training videos playlist: https://www.youtube.com/watch?v=LO5eTH4Pe8E&list=PLEiEAq2VkUULeP75xLYYnY1wqddxPdSXj

#fullstack #fullstackdeveloper #fullstackdevelopment #meanstack #mernstackdeveloper #simplilearn #2024

➡️ About Post Graduate Program In Full Stack Web Development
This program will give you the foundation for building full-stack web apps using the Java programming language. You'll begin with the basics of JavaScript, and then venture into some of the more advanced concepts like Angular, Spring Boot, Hibernate, JSPs, and MVC. Now is the perfect time to get started on your career as a full-stack web developer!

✅ Key Features
- Caltech CTME Post Graduate Certificate
- Enrolment in Simplilearn’s JobAssist
- Receive up to 25 CEUs from Caltech CTME
- Simplilearn's JobAssist helps you get noticed by top hiring companies
- Attend Masterclasses from Caltech CTME instructors
- Live virtual classes led by industry experts, hands-on projects and integrated labs
- Online Convocation by Caltech CTME Program Director
- 20 lesson-end and 5 phase-end projects
- Capstone Project in 4 domains
- Caltech CTME Circle Membership
- Build your own portfolio on GitHub

✅ Skills Covered
- Agile
- JAVA
- Hibernate and JPA
- Spring Core 50
- DevOps
- HTML5 and CSS3
- AWS
- JavaScript ES6
- Servlets
- SOAP and REST
- JSP

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Get the interactive demo → https://ibm.biz/BdmPEb
Learn about the technology → https://ibm.biz/BdmPEp

Oftentimes, GAI and RAG discussions are interconnected. Learn more about about RAG is and how it works alongside your databases, LLMs and vector databases for better results with Luv Aggarwal and Shawn Brennan.

AI news moves fast. Sign up for a monthly newsletter for AI updates from IBM → https://ibm.biz/BdmP2c

Most Hated Songs in Human History

For what it's worth, I like a lot of these songs.

Spotify playlist: https://open.spotify.com/playl....ist/6WG3kURbUJRFruEv
TikTok: www.tiktok.com/@boogieheadmusic
Thumbnail: https://youtube.com/@MeghanTra....inor?si=qXS9aJHFgaub

#music #songs

High Quality HDR 12K VIDEO ULTRA HD 120FPS, 60FPS, 30FPS For Your HDR 8K resolution devices. Amazing combination of 16k sensor and one of the sharpest lenses in the world Zeiss Otus set in addition of HDR brings image to life! You can use this collection of Hight Resolution clips in your Tv For The Living Room, Office, Lounge, Waiting Room, Spa, Showroom, Restaurant and more. Play It On Your LG Qled TV, Samsung Oled TV, Smart TV, Sony Device, Samsung Technology, Roku, Apple TV, IPad Pro, Apple XDR, Chromecast, Xbox, Playstation and more.

⭐ Note: To view at 8K 60P you will need to use Chrome & opera.

⭐ All Videos was shot, edited & color graded by me.
THESE 8K VIDEOS ARE FOR TV'S FOR DEMO AND TEST THE QUALITY OF ALL 8K TV'S.

⭐ I have done High color correction, Color changing, Raw Videos editing, HDR color Setting, merge files & 8K Export file etc.

Editing Video by
PREETI NAAGAR

This video created for entertainment informative, educational purposes and Film & Animation.


Editing Software
Adobe premiere pro

ALL CREDIT GOES TO YOUTUBE

Copyright
⭐ All The footage Was Edited And Color Corrected By Me.
⭐ Video Footage Copyright Under License.

All other rights reserved.

#12khdr #dolbyvision #60fps

In this video we go through how to code the ResNet model and in particular ResNet50, ResNet101, ResNet152 from scratch using Pytorch.

ResNet Paper:
https://arxiv.org/abs/1512.03385


People often ask what courses are great for getting into ML/DL and the two I started with is ML and DL specialization both by Andrew Ng. Below you'll find both affiliate and non-affiliate links if you want to check it out. The pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
ML Course (affiliate): https://bit.ly/3qq20Sx
DL Specialization (affiliate): https://bit.ly/30npNrw
ML Course (no affiliate): https://bit.ly/3t8JqA9
DL Specialization (no affiliate): https://bit.ly/3t8JqA9

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

❤️ Become a Channel Member:
https://www.youtube.com/channe....l/UCkzW5JSFwvKRjXABI

✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH
Ethereum: 0xc84008f43d2E0bC01d925CC35915CdE92c2e99dc

▶️ You Can Connect with me on:
Twitter - https://twitter.com/aladdinpersson
LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
GitHub - https://github.com/aladdinpersson

PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

OUTLINE:
0:00 - Introduction
0:31 - Overview of the ResNet paper
6:40 - Coding ResNet

I was inspired to make these videos by this specialization: https://bit.ly/3SqLuA6

Progressive Growing of GANs for Improved Quality, Stability, and Variation: https://arxiv.org/abs/1710.10196

#PaperReview #PaperExplained

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

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Timestamps:
0:00 - Introduction
0:34 - Overview
5:06 - Progressive growing
7:36 - MiniBatch Std
9:15 - Fading in new layers
13:37 - Normalization (PixelNorm & Eq. LR)
20:30 - Some results
20:55 - Implementations details
30:59 - Ending

#PaperReview #PaperExplained

Blog post link: https://openai.com/blog/language-unsupervised/
Paper link: https://cdn.openai.com/researc....h-covers/language-un

In this tutorial we go through how an image captioning system works and implement one from scratch. Specifically we're looking at the caption dataset Flickr8k. There are multiple ways to improve the model: train a larger model (the one used is relatively small), train for longer and improve the model by adding attention similar to this paper: https://arxiv.org/abs/1502.03044.

Video of dataset (link in that video description to download the dataset yourself):
https://youtu.be/9sHcLvVXsns

✅ Support My Channel Through Patreon:
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PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

Github Repository:
https://github.com/aladdinpers....son/Machine-Learning

I stole the thumbnail image from Yunjeys Github on Image Captioning which I also used as a resource. The implementation in the video differs a bit, but it's definitely worth checking out:
https://github.com/yunjey/pytorch-tutorial


OUTLINE:
0:00 - Introduction
0:12 - Explanation of Image Captioning
05:15 - Overview of the code
06:07 - Implementation of CNN and RNN
20:03 - Setting up the training
30:36 - Fixing errors
32:18 - Small evaluation and ending

STAR WARS: THE OLD REPUBLIC Full Movie 8K 60FPS Upscaled (2022 Updated) Machine Learning AI

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🌟 DESCRIPTION🌟

Links to Source Trailers if you want to see what they originally looked liked on their own:

We got a lot of request to update the Upscaled Old Republic Movie with the new Disorder Cinematic Trailer. It already looked pretty incredible to begin with, but this is more of have a fully updated version. We hope you enjoy!

Return Cinematic Trailer - https://www.youtube.com/watch?v=mm4JEZudf0c
Hope Cinematic Trailer - https://www.youtube.com/watch?v=1ToztqqDcaY
Deceived Cinematic Trailer - https://www.youtube.com/watch?v=YdgmH9Vv2-I
Sacrifice Cinematic Trailer - https://www.youtube.com/watch?v=Nzq9epS2b1A
Betrayed Cinematic Trailer - https://www.youtube.com/watch?v=LbpDxrew4A0
Disorder Cinematic Trailer - https://www.youtube.com/watch?v=QgbMAdtp7aE

00:00 Return
06:01 Hope
11:01 Deceived
14:14 Sacrifice
18:10 Betrayed
24:05 Disorder
30:24 Return Comparison With Original
36:07 Hope Comparison With Original
41:07 Deceived Comparison With Original
44:18 Sacrifice Comparison With Original
48:16 Betrayed Comparison With Original
54:07 Disorder Comparison With Original
01:00:31 Outro

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Game Movies in 4K and 2K.
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📋 HASHTAGS 📋
#starwars #oldrepublic #8K

This video is about the different applications which are available to process Canon 8k RAW C-Log video from the Canon EOS R5.

Canon Digital Photo Professional (DPP), Canon Cinema RAW Development and Final Cut Pro X (FCPX) are all options to process 8k RAW video.

Canon Digital Photo Professional (DPP), Canon Cinema RAW Development are free applications from Canon after you register your camera.

NOTE: This RAW FCPX PLug-in has not been tested with FCPX 10.4.9 that just came out on Aug. 25th!

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Time Stamps:
*********************

0:00 Intro
0:22 Video Overview
2:37 Canon Downloads
5:01 Canon Digital Photo Professional (DPP)
5:49 Canon Cinema RAW Development
7:03 Final Cut Pro X (FCPX)
11:41 Summary/Final Thoughts
13:03 Outro

Gear Used (I purchased all products in this video - I DO NOT receive any financial incentives or anything for free by listing the products I use in this video):

Canon EOS R5: https://shop.usa.canon.com/sho....p/en/catalog/eos-r5-

Canon EOS R5 Download - Software: https://www.usa.canon.com/inte....rnet/portal/us/home/

2019 MacBook Pro: https://www.apple.com/shop/buy....-mac/macbook-pro/16-

2019 MacBook Pro Specs:

Model Name: MacBook Pro
Model Identifier: MacBookPro16,1
Processor Name: 8-Core Intel Core i9
Processor Speed: 2.4 GHz
Number of Processors: 1
Total Number of Cores: 8
AMD Radeon Pro 5500M 8 GB Memory
System Memory: 32 GB
Hard Drive: 2TB SSD

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Thank You In Advance for Helping to Support the Channel!

#Canon #CanonUSA #CanonR5 #CanonRF1535 #Canon8k #canoneosr5

The TensorFlow: Data and Deployment Specialization is now available on Coursera! Enroll now: http://bit.ly/3aeQS41

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Deep Learning in Life Sciences - Lecture 05 - Interpretable Deep Learning (Spring 2021)
6.874/6.802/20.390/20.490/HST.506 Spring 2021 Prof. Manolis Kellis
Deep Learning in the Life Sciences / Computational Systems Biology
Playlist: https://youtube.com/playlist?l....ist=PLypiXJdtIca5sxV
Latest slides and course today: http://compbio.mit.edu/6874
Spring 2021 slides and materials: http://mit6874.github.io/

0:00 Lecture outline
3:08 Interpretability: definition, importance
10:30 Interpretability: ante-hoc vs. post-hoc
18:26 Interpreting models: Weight visualization
22:20 Interpreting models: Surrogate model
24:14 Interpreting models: Activation Maximization / Data generation
34:26 Interpreting models: Example-based
39:36 Interpreting decisions
42:24 Interpreting decisions: Example based
45:39 Interpreting decisions: Attribution methods
1:01:17 Interpreting decisions: Gradient based
1:08:55 Interpreting decisions: Backprop-based
1:13:23 Evaluating attributions
1:14:15 Evaluating attributions: Coherence
1:15:30 Evaluating attributions: Class sensitivity
1:16:20 Evaluating attributions: Selectivity
1:19:45 Evaluating attributions: Remove and retrain/keep and retrain
1:21:15 Lecture summary

MarI/O is a program made of neural networks and genetic algorithms that kicks butt at Super Mario World.
Source Code: http://pastebin.com/ZZmSNaHX
"NEAT" Paper: http://nn.cs.utexas.edu/downlo....ads/papers/stanley.e
Some relevant Wikipedia links:
https://en.wikipedia.org/wiki/Neuroevolution
https://en.wikipedia.org/wiki/....Evolutionary_algorit
https://en.wikipedia.org/wiki/....Artificial_neural_ne
BizHawk Emulator: http://tasvideos.org/BizHawk.html

SethBling Twitter: http://twitter.com/sethbling
SethBling Twitch: http://twitch.tv/sethbling
SethBling Facebook: http://facebook.com/sethbling
SethBling Website: http://sethbling.com
SethBling Shirts: http://sethbling.spreadshirt.com
Suggest Ideas: http://reddit.com/r/SethBlingSuggestions

Music at the end is Cipher by Kevin MacLeod