Latent Dirichlet Allocation is a powerful machine learning technique used to sort documents by topic. Learn all about it in this video!

This is part 1 of a 2 video series.
Video 2: https://www.youtube.com/watch?v=BaM1uiCpj_E

For information on my book "Grokking Machine Learning": https://www.manning.com/books/....grokking-machine-lea
Discount code (40%): serranoyt

0:00 Introduction
0:11 The problem
3:47 Machine that generates documents
5:13 Blueprint for the LDA machine
5:49 Probability of a document
9:22 Quiz: Which one for topics?
11:06 A distribution of distributions
11:30 More topics? More dimensions
12:20 In More dimensions
12:55 Quiz: Where to put the topics?
14:05 Two Dirichlet distributions
14:22 Latent Dirichlet Allocation
22:05 Best settings on the machine
22:37 The winning arrangements
25:28 Series of two videos
25:48 Acknowledgements
26:30 Thank you!

Learn how to design with Claude Code from Anthropic in real product workflows with Figma MCP.

I cover what Claude Code is, how designers can use it, and how to turn it into a serious productivity multiplier for UX exploration, documentation, prototyping, and shipping faster.

If you’re a UI, UX, or Product Designer looking to build better products, work smarter with AI, and stay competitive in a rapidly changing industry, this guide is for you.

🔗 KEY LINKS
📣 JOIN THE COMMUNITY: https://uicollective.co/
❎ Follow me on X: https://x.com/KirkMDesign

Why Join UI Collective Academy? Get access to premium courses, premium downloads, and so much more on the way (I am largely building this solo...trying to make design education available for all, support goes a long way!)

↪️ Need a design system? (also included in the academy): https://collectivekit.co/

🔗 VIDEOS TO WATCH
Build a Design System: https://youtu.be/opTANvl9G1g
Complex Design System Setup: https://youtu.be/L-tpK7Eeuow
AI & Design Systems: https://youtu.be/XfezMs8B-O8

🔗 MORE LINKS
Let us build or fix your design system: https://designsystemlabs.co/
📣 Save 20% on the Annual Mobbin plan: http://mobbin.com/uicollective
[email protected]

VIDEO LINKS & MORE:
Installation: https://code.claude.com/docs/en/overview#terminal
For installation: /plugin install figma@claude-plugins-official
MCP documentation: https://code.claude.com/docs/en/mcp
https://www.pencil.dev/

0:00 An Introduction
0:53 Introduction to Claude Code
3:23 Claude Code & Opus 4.6
4:26 Setting Up Claude Code
6:07 Connecting Figma MCP
7:35 Building a Figma Design with Claude Code
11:59 Claude Code Desktop App
13:32 Pencil App Demo
14:31 Building a Design with Claude Code & Pencil

MIT 15.S21 Nuts and Bolts of Business Plans, IAP 2014
View the complete course: http://ocw.mit.edu/15-S21IAP14
Instructor: Bob Jones

This session will discuss these issues and provide guidance on how to approach the marketing section of your business plan.

License: Creative Commons BY-NC-SA
More information at http://ocw.mit.edu/terms
More courses at http://ocw.mit.edu

View course details: https://online.stanford.edu/co....urses/xcs224r-deep-r

April 2, 2025
This lecture covers:
• Class introduction
• Markov Decisions Processes
• Why study deep reinforcement learning?
• Intro to modeling behavior and reinforcement learning

To learn more about enrolling in the graduate course, visit: https://online.stanford.edu/co....urses/cs224r-deep-re

To follow along with the course schedule and syllabus, visit:
https://cs224r.stanford.edu/

Chelsea Finn
Assistant Professor in Computer Science and Electrical Engineering at Stanford University and co-founder of Pi.

In this beautiful video we will take a tour around the world with relaxing music sleep and relaxing piano music for stress relief.
The most beautiful places in the world:
Who has not ever dreamed of traveling the world visiting the most beautiful places in the planet? That dream can be possible. We have selected the most beautiful places in the world so that you can start planning your next trip.
In this 8K video you will find the world in a great video with piano music and relaxing nature sounds.

Follow me:
►YouTube: https://www.youtube.com/channe....l/UC8D_NXFBh8A9KSwo7
►Facebook: https://www.facebook.com/bruno.saraviavega
►Instagram: https://www.instagram.com/brunosaraviaphotography

Canon - Sony - Nikon - Adobe Premiere Pro CC - Photoshop - Lightroom CC
Youtube Business - Youtube Profit - Bank Credit - Loans - Educational - Education - Insurance

Amazing & Beautiful Planet 8K HDR 60FPS (FUHD) Demo 8K ULTRA HD

#8K #RELAXING #PLANET

A local gangster Tedha Singh is recruited for a by RAW, whose main aim is to catch Bob Morley, a dreaded international mafia leader. In the midst of flirting with a bar dance, who turns out to be an ACP and wooing Harika in the neighbourhood, Tedha Singh also has a violent brush with a Minister's hoodlums. Harika is searching for her missing sister Sarika. But it is not hunky dory as Tedha Singh has a secret flashback, which plays out in the backdrop of Portugal. What is his mission, how did he meet Sarika and what happened to her is the rest of the story.

Movie:- Paisa Vasool
Starcast:- Nandamuri Balakrishna, Shriya Saran, Vikramjeet Virk, Musskan Sethi, Kabir Bedi, Kyra Dutt, Ali
Directed by:- Puri Jagannadh
Music by:- Anup Rubens

#PaisaVasool #NandamuriBalakrishna #ShriyaSaran #Goldmines

--------------------------------------
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Subscribe:@https://www.youtube.com/GoldminesTelefilms

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DATA is available on the Trimble Learn platform: https://learn.trimble.com/lear....n/course/external/vi

This course is intended to introduce the Deep Learning (Convolutional Neural Network (CNN)) functionalities within the Trimble eCognition Developer Software and consists of 4 videos.

+ Introduction to Deep Learning 1 of 4: Introduction and Set-up
+ Introduction to Deep Learning 2 of 4: Creating Samples
+ Introduction to Deep Learning 3 of 4: Create / Train / Save CNN
+ Introduction to Deep Learning 4 of 4: Apply CNN with OBIA

This course is for free and can be conducted also with the Developer Trial version: https://geospatial.trimble.com/ecognition-trial.

Accessing this course from the Trimble Learn platform, you will have to create an account (also for free) and enroll to this course. Additionally to the DATA you will also receive a CERTIFICATE if you finish the course on the Trimble Learn platform.

Enjoy diving into eCognitions Deep Learning world!

______________Video Content_________________

00:00​ - Introduction & Theory
04:13​ - Create Project and load Data
05:32 - Rename Aliases
06:43 - Save Project

(⊙_☉)

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

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐏𝐌𝐏 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐄𝐱𝐚𝐦 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/pmp-cer....tification-exam-trai 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎)
In this Edureka video on "Project management 101", you will completely understand what exactly is project management and the various aspects related to it. It will also talk about project managers and PMP certification.
Topics covered:
00:00:00 Introduction
00:00:23 Agenda
00:01:12 Introduction to Project
00:24:06 History of Project Management?
00:39:22 Why do organizations need Project Management?
00:42:54 Who is Project Manager?
00:46:52 Project Management Tools
00:49:55 Project Management Lifecycle
00:56:09 Project Principles
00:57:49 Performance Domains
00:58:22 PM Certifications

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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🔵 Azure Cloud Engineer Masters Program: http://bit.ly/3AEBHzH

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐬

🌕 Professional Certificate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

🔵 Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh

🌕 Artificial and Machine Learning PGD with E&ICT Academy
NIT Warangal: http://bit.ly/3OuZ3xs

📢📢 𝐓𝐨𝐩 𝟏𝟎 𝐓𝐫𝐞𝐧𝐝𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 2023 𝐒𝐞𝐫𝐢𝐞𝐬 📢📢
⏩ NEW Top 10 Technologies To Learn In 2023 - https://youtu.be/udD_GQVDt5g

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

Got a question on the topic? Please share it in the comment section below and our experts will answer it for you.

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

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐏𝐌𝐏 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐄𝐱𝐚𝐦 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/pmp-cer....tification-exam-trai 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎)
This Edureka tutorial on Project Quality Management will give you an insight into the various process and activities covered during Project development in order to maintain and manage the quality of a project.
00:00:00 - Introduction
00:01:47 - Project Quality Management
00:05:42 - Quality Management Overview
00:12:40 - Quality Management Processes

🔴 Subscribe to our channel to get video updates. Hit the subscribe button above: https://goo.gl/6ohpTV

📝Feel free to share your comments below.📝

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

🔵 DevOps Online Training: http://bit.ly/3VkBRUT
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🔵 React Online Training: http://bit.ly/3Vc4yDw
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🌕 Selenium Online Training: http://bit.ly/3EVDtis
🔵 PMP Online Training: http://bit.ly/3XugO44
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🔵 Cybersecurity Online Training: http://bit.ly/3tXgw8t
🌕 Java Online Training: http://bit.ly/3tRxghg
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🌕 CEHv12 Online Training: http://bit.ly/3Vhq8Hj
🔵 Angular Online Training: http://bit.ly/3EYcCTe

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐨𝐥𝐞-𝐁𝐚𝐬𝐞𝐝 𝐂𝐨𝐮𝐫𝐬𝐞𝐬

🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
🌕 Cloud Architect Masters Program: http://bit.ly/3OvueZy
🔵 Data Scientist Masters Program: http://bit.ly/3tUAOiT
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🌕 Full Stack Developer Masters Program : http://bit.ly/3tWCE2S
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🌕 Python Developer Masters Program : https://bit.ly/3EV6kDv
🔵 Azure Cloud Engineer Masters Program: http://bit.ly/3AEBHzH

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐬

🌕 Post Graduate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

🔵 Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh


📌𝐓𝐞𝐥𝐞𝐠𝐫𝐚𝐦: https://t.me/edurekaupdates
📌𝐓𝐰𝐢𝐭𝐭𝐞𝐫: https://twitter.com/edurekain
📌𝐋𝐢𝐧𝐤𝐞𝐝𝐈𝐧: https://www.linkedin.com/company/edureka
📌𝐈𝐧𝐬𝐭𝐚𝐠𝐫𝐚𝐦: https://www.instagram.com/edureka_learning/
📌𝐅𝐚𝐜𝐞𝐛𝐨𝐨𝐤: https://www.facebook.com/edurekaIN/
📌𝐒𝐥𝐢𝐝𝐞𝐒𝐡𝐚𝐫𝐞: https://www.slideshare.net/EdurekaIN
📌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.

🔥Digital Marketing Specialist Program (Discount code - YTBE15): https://www.simplilearn.com/advanced-digital-marketing-certification-training-course?utm_campaign=DMFCSep13-2rHNDhc586Q&utm_medium=DescriptionFirstFold&utm_source=youtube
🔥Professional Certificate Program In Digital Marketing: https://www.simplilearn.com/pgp-digital-marketing-certification-program?utm_campaign=DMFCSep13-2rHNDhc586Q&utm_medium=DescriptionFirstFold&utm_source=youtube
In this digital marketing course, we'll talk about what is digital marketing, SEO, and its various concepts, social media marketing, Facebook ads, Instagram marketing, YouTube ads, content marketing, email marketing, affiliate marketing, and much more!

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

⏩ Check out the Digital Marketing training videos: https://bit.ly/36d97Fs

🔥Free Digital Marketing Course with Completion Certificate: https://www.simplilearn.com/learn-digital-marketing-fundamentals-basics-skillup?utm_campaign=DMFCSep13-2rHNDhc586Q&utm_medium=Description&utm_source=youtube

#DigitalMarktingCourse #DigitalMarketingFullCourse #DigitalMarketingTutorialForBeginners #DigitalMarketing #LearnDigitalMarketing #DigitalMarketingForBeginners #DigitalMarketingTools #WhatIsDigitalMarketing #DigitalMarketingCourse #Simplilearn

About Simplilearn Digital Marketing course:
The Digital Marketing Certified Associate (DMCA) course is designed to help you master the essential disciplines in digital marketing, including search engine optimization (SEO), social media, pay-per-click (PPC), conversion optimization, web analytics, content marketing, email and mobile marketing. Digital marketing is one of the world’s fastest-growing disciplines, and this certification will raise your value in the marketplace and prepare you for a career in digital marketing.

What skills will you learn from this Digital Marketing course?
This course will enable you to:
1. Gain an in-depth understanding of the various digital marketing disciplines: search engine optimization (SEO), social media marketing, pay-per-click (PPC), website conversion rate optimization, web analytics, content marketing, mobile marketing, email marketing, programmatic buying, marketing automation, and digital marketing strategy
2. Master digital marketing execution tools: Google Analytics, Google Ads, Facebook Marketing, Twitter Advertising, and YouTube Marketing
3. Become a virtual digital marketing manager for an e-commerce company with Mimic Pro simulations included in our course. Practice SEO, SEM, Website Conversion Rate Optimization, email marketing, and more.
4. Gain real-life experience by completing projects using Google Analytics, Google Ads, Facebook Marketing, and YouTube Marketing

Who should take this Digital Marketing course?
Anyone who is looking to further his or her career in digital marketing should take this course, especially those seeking leadership positions. Any of these roles can benefit from the Digital Marketing Specialist training:
1. Marketing Managers
2. Digital Marketing Specialists
3. Marketing or Sales Professionals
4. Management, Engineering, Business, or Communication Graduates
5. Entrepreneurs or Business Owners

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Get the Simplilearn app: https://simpli.app.link/OlbFAhqMqgb

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

Generative AI | Jobs with GPT 3, GPT 4, ChatGPT Knowledge and Skills | Career Talk With Anand
==============
Connect with me on LinkedIn : https://www.linkedin.com/in/an....and-vaishampayan-57b
==============
Tools that I use:

My Phone : https://amzn.to/3yRWzjG
My Tripod : https://amzn.to/3r6d74W
My mic : https://amzn.to/3r7LHLP
My Laptop : https://amzn.to/36DP0Rv
===============
Books I have read and Highly recommend:

How to win friends and influence people : https://amzn.to/3wB0q3d
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Eat that frog : https://amzn.to/3hAlCSL
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🔥Edureka Microsoft Azure DevOps Solutions Certification: https://www.edureka.co/microso....ft-azure-devops-solu
This Edureka ”Azure Boards” session will give you a complete walkthrough to Microsoft Azure Boards and introduce to Agile Development on Azure Cloud platform.
Following are the offerings of this video:

00:55 What Is Azure DevOps?
05:04 Components Of Azure DevOps
07:03 Components Of Azure Boards
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About the Course

Edureka’s Microsoft Azure DevOps Solutions Certification (AZ-400) Course is curated by industry professionals as per the industry requirements and demands. The certification course gives you a solid foundation to appear for the Microsoft Certified: DevOps Engineer Expert Certification. The course will help you learn how to design and implement strategies for collaboration, source code management, security, compliance, continuous integration, delivery, and monitoring.

During this training, you'll learn:

-Introduction to Azure DevOps
-Implementing Continuous Integration
-Build Containers with Azure DevOps
-Designing a Dependency Management Strategy and Managing Artifact Versioning
-Setting up Release Management Workflow
Implementing Deployment Models and Services
Implement and Optimize Continuous Feedback Mechanism
Azure Tools: Infrastructure and Configuration, and Third-Party
Implementing Compliance and Security
Azure Case Studies

Course Objectives

On completion of the AWS Architect Certification training, learner will be able to:
-Demonstrate Git Version Controlling
-Understand Build Strategy and its Implementation
-Integrate Azure Pipelines
-Monitor AKS Cluster from Azure Monitor
-Deploy a multi-container application to AKS
-Migrate and consolidate artifacts
-Use WhiteSource to manage open-source security and license
-Use secrets in the pipeline with Azure Key Vault
-Release deployment control using Azure Monitor as release gate
-Configure Azure IaaS and PaaS
-Set up Azure Service Fabric
-Create Azure resources using ARM templates, Azure CLI, and Azure PowerShell
-Automate Infrastructure Deployment in the cloud with Terraform and Azure Pipelines
-Manage technical debt with Azure DevOps and SonarCloud
-Discern the importance of Azure using case studies

Who should go for this course?

This course is designed for students and IT professionals who want to pursue a career in Cloud Computing. The course is a best fit for:
● Professionals aspiring to clear the Microsoft Certified: DevOps Engineer Expert Exam
● Individuals looking to establish their credibility and value in the market as experienced

DevOps practitioners
● System Administrators
● Software Developers
● Cloud Professionals
● Solution Architects
● Project Manager
● Site Reliability Engineers
● Technical Leads

Pre-requisites
-Foundational knowledge of Cloud architecture
-Fundamentals of Cloud Computing
-Basic understanding of virtualization, networking & databases
-Proficiency in using Visual Studio IDE, PowerShell and Command-Line Interface Working

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