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MIT Introduction to Deep Learning 6.S191: Lecture 4
Deep Generative Modeling
Lecturer: Ava Amini
2023 Edition

For all lectures, slides, and lab materials: http://introtodeeplearning.com​

Lecture Outline
0:00​ - Introduction
5:48 - Why care about generative models?
7:33​ - Latent variable models
9:30​ - Autoencoders
15:03​ - Variational autoencoders
21:45 - Priors on the latent distribution
28:16​ - Reparameterization trick
31:05​ - Latent perturbation and disentanglement
36:37 - Debiasing with VAEs
38:55​ - Generative adversarial networks
41:25​ - Intuitions behind GANs
44:25 - Training GANs
50:07 - GANs: Recent advances
50:55 - Conditioning GANs on a specific label
53:02 - CycleGAN of unpaired translation
56:39​ - Summary of VAEs and GANs
57:17 - Diffusion Model sneak peak

Subscribe to stay up to date with new deep learning lectures at MIT, or follow us @MITDeepLearning on Twitter and Instagram to stay fully-connected!!

Elon Musk and many other prominent AI researchers signed a petition to stop training on all models beyond GPT-4 to assess the risk to humanity. Let's look at 5 reasons why AIs like ChatGPT should not be feared.

#ai #tech #TheCodeReport

💬 Chat with Me on Discord

https://discord.gg/fireship

🔗 Resources

Pause Giant AI Experiments https://futureoflife.org/open-....letter/pause-giant-a
GPTs impact on labor market https://arxiv.org/abs/2303.10130
Github Copilot First Look https://youtu.be/q1HZj40ZQrM

🔥 Get More Content - Upgrade to PRO

Upgrade at https://fireship.io/pro
Use code YT25 for 25% off PRO access

🎨 My Editor Settings

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🔖 Topics Covered

- Petition to stop training LLMs
- Elon Musk beef with OpenAI
- The impact of ChatGPT on Computer Science degrees
- Is AGI possible?
- Why AGI will never happen
- Moral and ethical problems with Artificial Intelligence

React: Review Using Props with Stateless Functional Components




#100DaysOfCode

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐏𝐨𝐰𝐞𝐫 𝐁𝐈 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/power-b....i-certification-trai (Use code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
This Edureka "PowerBI Interview Questions and Answers" video will help you unravel concepts of Power BI and touch those topics that are very vital for succeeding in Power BI Interviews.
This video helps you to learn following topics:
1. General Power BI Questions
2. DAX
3. Power Pivot
4. Power Query
5. Power Map
6. Additional Questions

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐬

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📌𝐓𝐞𝐥𝐞𝐠𝐫𝐚𝐦: https://t.me/edurekaupdates
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📌𝐂𝐚𝐬𝐭𝐛𝐨𝐱: https://castbox.fm/networks/505?country=IN
📌𝐌𝐞𝐞𝐭𝐮𝐩: https://www.meetup.com/edureka/
📌𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲: https://www.edureka.co/community/

Please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

(** PMP® Training: https://www.edureka.co/pmp-cer....tification-exam-trai **)
This Edureka tutorial on Project Scope Management will give you an insight into the various process and activities covered in the Scope Management of a Project. In this tutorial you will learn the below topics:

01:32 Project Scope Management
06:15 Scope Management Overview
09:41 Scope Management Processes

Check out our PMP Tutorial blog series: http://bit.ly/2BvgNE4

Check out our complete Youtube playlist here: http://bit.ly/2AnvOqJ

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

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#ScopeManagement #ProjectScopeManagement #ProjectManagement #PMPOnlineTraining #PMPCertification #ProjectManagementProfessionalCertification

-----------------------------------------------------------------
How does it work?

1. This is a 4 Week Instructor-led Online Course.

2. We have a 24x7 One-on-One LIVE Technical Support to help you with any problems you might face or any clarifications you may require during the course.

3. At the end of this course, you will be awarded a 35 Contact Hours certificate that is mandatory to apply for PMP® examination.
--------------------------------------------------------------------
About The Course

Online PMP® exam prep course is designed to help aspiring professionals earn PMP® certification in the first attempt. The goal of this course is to empower the current and future Project Managers to manage the project more efficiently and effectively throughout the Project Management Life Cycle.



This course is taught by PMP® Certified Trainers, who have years of experience in training. These instructors have been practicing Project and Program Management with some of the top organizations across industries. They leverage their rich, hands-on industry experience to help participants understand the practical application of all the 10 knowledge areas covered in ‘The PMBOK® Guide’ (A Guide to the Project Management Body of Knowledge) – Sixth Edition.


----------------------------------------------------------------------
Who should go for this course?

PMP® Certification is useful for anyone who has Project Management experience and desires a globally recognized credential that will lead to professional career growth and recognition.
-----------------------------------------------------------------------
Why learn PMP Certification?

Project Management Professional (PMP)® is a global credential offered by PMI Inc. PMP® Certification is a globally recognized, rigorous, education and/or professional experience, and examination-based credential program. It helps one understand the global language of Project Management and connect with Project Management Professionals. PMP certified professionals earn a higher salary than those not certified.

If you are looking for PMP training, please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll free).

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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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🔗Watch complete microsoft azure tutorials here:- https://www.youtube.com/watch?v=HUy9wmyMCwk&list=PLVHgQku8Z936VlXitsTrgBhpdr79g2mlA&index=2&t=0s

📝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.

If you’ve enjoyed this Microsoft azure training video, Like us and Subscribe to our channel for more similar informative Microsoft cloud tutorial and Azure tutorials.
Got any questions about microsoft azure? Ask us in the comment section below.
----------------------------
Intellipaat Edge
1. 24*7 Life time Access & Support
2. Flexible Class Schedule
3. Job Assistance
4. Mentors with +14 yrs
5. Industry Oriented Course ware
6. Life time free Course Upgrade
------------------------------
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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🔥Enroll for the UI / UX Design Course: https://intellipaat.com/ui-ux-design-course/

#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---------

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---------𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐨𝐥𝐞-𝐁𝐚𝐬𝐞𝐝 𝐂𝐨𝐮𝐫𝐬𝐞𝐬---------

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--------𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐏𝗼𝘀𝘁 𝗚𝗿𝗮𝗱𝘂𝗮𝘁𝗲 𝐂𝐨𝐮𝐫𝐬𝐞𝐬--------
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⏩𝐓𝐨𝐩 𝟏𝟎 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 𝟐𝟎𝟐𝟮: https://bit.ly/3yhEs7S
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⏩𝐓𝐨𝐩 𝟏𝟎 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 𝐟𝐨𝐫 𝟐𝟎𝟐𝟐: https://bit.ly/3gH57mr

📌𝐓𝐞𝐥𝐞𝐠𝐫𝐚𝐦: https://t.me/edurekaupdates
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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.

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➡️ 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!

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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