🔥 Purdue Post Graduate Program In AI And Machine Learning: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=MachineLearning-iyxqcS1u5go&utm_medium=Descriptionff&utm_source=youtube
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🔥AI Engineer Masters Program (Discount Code - YTBE15): https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=SCE-AIMasters&utm_medium=DescriptionFF&utm_source=youtube
🔥AI & Machine Learning Bootcamp(US Only): https://www.simplilearn.com/ai-machine-learning-bootcamp?utm_campaign=MachineLearning-iyxqcS1u5go&utm_medium=Descriptionff&utm_source=youtube
This video on Mathematics for Machine Learning will give you the foundation to understand the working of machine learning algorithms. You will learn linear algebra, statistics, probability, and calculus with hands-on demonstrations in Python.

00:00:00 Data and its types
00:04:43 Linear algebra and its concepts
00:27:25 Calculus
00:41:46 Statistics for machine learning
01:11:57 Probability for machine learning

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

To access the slides, click here: https://www.slideshare.net/Sim....plilearn/mathematics

⏩ Check out the Machine Learning tutorial videos: https://bit.ly/3fFR4f4

#MathematicsForMachineLearning #EssentialMathematicsForMachineLearning #MachineLearningTutorial #MachineLearningTutorialForBeginners #MachineLearning #SimplilearnMachineLearning #MachineLearningCourse

🔥Free Machine Learning Course: https://www.simplilearn.com/learn-machine-learning-basics-skillup?utm_campaign=MachineLearning&utm_medium=Description&utm_source=youtube

➡️ About Post Graduate Program In AI And Machine Learning

This AI ML course is designed to enhance your career in AI and ML by demystifying concepts like machine learning, deep learning, NLP, computer vision, reinforcement learning, and more. You'll also have access to 4 live sessions, led by industry experts, covering the latest advancements in AI such as generative modeling, ChatGPT, OpenAI, and chatbots.

✅ Key Features

- Post Graduate Program certificate and Alumni Association membership
- Exclusive hackathons and Ask me Anything sessions by IBM
- 3 Capstones and 25+ Projects with industry data sets from Twitter, Uber, Mercedes Benz, and many more
- Master Classes delivered by Purdue faculty and IBM experts
- Simplilearn's JobAssist helps you get noticed by top hiring companies
- Gain access to 4 live online sessions on latest AI trends such as ChatGPT, generative AI, explainable AI, and more
- Learn about the applications of ChatGPT, OpenAI, Dall-E, Midjourney & other prominent tools

✅ Skills Covered

- ChatGPT
- Generative AI
- Explainable AI
- Generative Modeling
- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- NLP
- Neural Networks
- Computer Vision
- And Many More…

👉 Learn More At: 🔥 Purdue Post Graduate Program In AI And Machine Learning: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=MachineLearning-iyxqcS1u5go&utm_medium=Descriptionff&utm_source=youtube
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🔥AI Engineer Masters Program (Discount Code - YTBE15): https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=SCE-AIMasters&utm_medium=DescriptionFF&utm_source=youtube
🔥AI & Machine Learning Bootcamp(US Only): https://www.simplilearn.com/ai-machine-learning-bootcamp?utm_campaign=MachineLearning-iyxqcS1u5go&utm_medium=Descriptionff&utm_source=youtube

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

Unpacking how large language models work under the hood
Early view of the next chapter for patrons: https://3b1b.co/early-attention
Special thanks to these supporters: https://3b1b.co/lessons/gpt#thanks

To contribute edits to the subtitles, visit https://translate.3blue1brown.com/

Other recommended resources on the topic.

Richard Turner's introduction is one of the best starting places:
https://arxiv.org/pdf/2304.10557.pdf

Coding a GPT with Andrej Karpathy
https://youtu.be/kCc8FmEb1nY

Introduction to self-attention by John Hewitt
https://web.stanford.edu/class..../cs224n/readings/cs2

History of language models by Brit Cruise:
https://youtu.be/OFS90-FX6pg

Paper about examples like the “woman - man” one presented here:
https://arxiv.org/pdf/1301.3781.pdf

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

Timestamps

0:00 - Predict, sample, repeat
3:03 - Inside a transformer
6:36 - Chapter layout
7:20 - The premise of Deep Learning
12:27 - Word embeddings
18:25 - Embeddings beyond words
20:22 - Unembedding
22:22 - Softmax with temperature
26:03 - Up next

------------------
These animations are largely made using a custom Python library, manim. See the FAQ comments here:
https://3b1b.co/faq#manim
https://github.com/3b1b/manim
https://github.com/ManimCommunity/manim/

All code for specific videos is visible here:
https://github.com/3b1b/videos/

The music is by Vincent Rubinetti.
https://www.vincentrubinetti.com
https://vincerubinetti.bandcam....p.com/album/the-musi
https://open.spotify.com/album..../1dVyjwS8FBqXhRunaG5

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

3blue1brown is a channel about animating math, in all senses of the word animate. If you're reading the bottom of a video description, I'm guessing you're more interested than the average viewer in lessons here. It would mean a lot to me if you chose to stay up to date on new ones, either by subscribing here on YouTube or otherwise following on whichever platform below you check most regularly.

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🔥Business Analyst Masters Program (Discount Code - YTBE15) - https://www.simplilearn.com/business-analyst-certification-training-course?utm_campaign=d9YuqeZRP5k&utm_medium=DescriptionFirstFold&utm_source=Youtube
🔥CBAP® Certification Training - https://www.simplilearn.com/project-management/cbap-preparatory-course-training?utm_campaign=d9YuqeZRP5k&utm_medium=DescriptionFirstFold&utm_source=Youtube
🔥Purdue - Post Graduate Program in Business Analysis - https://www.simplilearn.com/pgp-business-analysis-certification-training-course?utm_campaign=d9YuqeZRP5k&utm_medium=DescriptionFirstFold&utm_source=Youtube

This Business Analyst Full Course video by simplilearn will help you learn the basics of business intelligence and business analysis. The Business Analysis Full Course will begin with a small introduction to Business Analysis, Big Data, and Business Analytics tools. This course covers tools like Power BI and Microsoft Power Query, with tutorials on creating Power BI Dashboards and performing Data Transformations. next we will proceed with key BI Terms, compare roles with Data Analyst vs. Business Analyst . proceeding ahead we will focus on business analyst skills with SQL for Business Analysis and Excel with ChatGPT for Data Analytics. and lastly we will go through Interview Questions.

the business analyst full course covers the following topics:

00:00:00 Introduction to Business Analysis
00:04:02 What is Big Data
01:11:17 introduction to Business analytics
01:17:12 Introduction to Power BI
01:18:01 Top BI Terms every data analyst know
01:37:53 Create PowerBI Dashboard in minutes
01:46:41 Business Intelligence
07:06:24 Business Analytics
07:27:48 How to use microsoft power query
08:11:28 Data Analyst Vs Business Analyst
08:27:05 Chatgpt and Excel with Data Analytics
08:43:26 Data Transformation
08:46:43 SQL For Business Analysis
09:50:02 SQL Project Business Analysis
10:06:40 Business Analytics Interview Questions

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

⏩ Check out the Business Analytics training videos: https://youtube.com/playlist?l....ist=PLEiEAq2VkUUIhyG

#businessanalyst #businessanalystcourse #businessanalysttraining #simplilearn #2024

✅ About Post Graduate Program In Business Analysis
This Post Graduate Program in Business Analysis is for professionals looking to pursue a Business Analysis career, understand business analysis techniques, get hands-on experience, and for experienced analysts looking to learn the latest tools and frameworks used by Agile teams.

Key Features
✅ Certificate from Simplilearn in collaboration with Purdue University
✅ Become eligible to be part of the Purdue University Alumni Association
✅ Master Classes delivered by Purdue faculty
✅ Earn 35 PDs/CDUs post completion of the CBAP® module
✅ Harvard Business Publishing case studies of Pearson, CarMax, EvCard, etc.
✅ Capstone from 3 domains and 14+ projects
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
✅ Get mentored and network with Business Analyst from Amazon, Microsoft and Google

Skills Required
✅ Business Analysis
✅ Elicitation and Collaboration
✅ BRD FRD and SRS Document Creation
✅ Requirements AnalysisPlanning and Monitoring
✅ Requirements Life Cycle Management
✅ Strategy AnalysisWireframing
✅ More...

Tools Covered
✅ Excel
✅ JIRA
✅ Powerbi
✅ R
✅ MySQL

Learning Path
✅ Induction Session for Purdue Business Analysis Program
✅ PG BA - CBAP® - Certified Business Analysis Professional [IIBA Accredited Course]
✅ PG BA - Business Analytics with Excel
✅ PG BA - SQL
✅ PG BA - Power BI
✅ PG BA - Tableau Training
✅ PG BA - Business Analyst Capstone
Electives:
✅ Purdue University Business Analysis Master Class
✅ Data Science with R
✅ Digital Transformation Course for Leaders
✅ Masterclass by Business Analysis Industry Leaders
✅ AI-Powered Business Analysis
✅ PG BA - Agile Scrum Master (ASM)

👉Enroll now: https://www.simplilearn.com/pgp-business-analysis-certification-training-course?utm_campaign=d9YuqeZRP5k&utm_medium=Description&utm_source=youtube

🔥PGP in Generative AI and ML in collaboration with Illinois Tech: https://www.edureka.co/executi....ve-programs/pgp-gene
🔥MLOps Certification Course Online: https://www.edureka.co/mlops-c....ertification-trainin
🔥Integrated MS+PGP Program in Data Science & AI:https://www.edureka.co/dual-ce....rtification-programs

This *Machine Learning Full Course* is a comprehensive program that provides learners with the skills and expertise required to excel in machine learning. In this course, we will gain proficiency in programming languages like Python and libraries such as TensorFlow and PyTorch. Through a combination of theory and hands-on practice, explore key concepts such as supervised and unsupervised learning, neural networks, and model optimization.

00:00:00 Introduction
00:01:45 What is Machine learning?
00:18:19 Types of Machine Learning Models
00:25:54 Mathematics for Machine Learning
02:08:35 Machine Learning Algo
02:30:28 How to select the correct predictive modeling techniques?
02:42:37 Linear Regression Algorithm
02:50:02 Logistic Regression Algorithm
03:37:12 Linear Regression Vs Logistic Regression
03:40:42 Decision Tree Algorithm
04:26:16 Random Forest
04:51:31 KNN Algorithm
05:23:54 Naive Bayes Classifier
05:45:36 Support Vector Machine
06:11:07 K- Means Clustering Algorithm
06:34:26 Hierarchical Clustering
06:40:48 Apriori Algorithm Explained
06:58:18 Introduction to TensorFlow
07:21:54 Azure Machine Learning
07:48:13 AWS Machine Learning
08:28:41 Top Machine Learning Tools & Frameworks
08:38:37 MLOps for Beginners
08:51:04 How to Become a Machine Learning Engineer?
09:00:34 Machine learning Engineer Skills
09:08:43 Machine Learning Roadmap
09:18:34 Machine Learning Tips
09:25:14 Machine Learning Interview Question & Answers

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📝Feel free to share your comments below.📝

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

🔵 DevOps Online Training: http://bit.ly/3VkBRUT
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🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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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

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

🔵 Advanced Certificate Program in Cloud Computing with E&ICT Academy, IIT Guwahati: https://bit.ly/43vmME8

🌕Advanced Certificate Program in Cybersecurity with E&ICT Academy, IIT Guwahati: https://bit.ly/3Pd2utG

📌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: +18885487823 (toll-free) for more information.

🔥Advanced Executive Program In Cybersecurity: https://www.simplilearn.com/pgp-advanced-executive-program-in-cyber-security?utm_campaign=CyberSecurity-z5nc9MDbvkw&utm_medium=DescriptionFirstFold&utm_source=youtube
🔥Caltech Cybersecurity Bootcamp(US Only): https://www.simplilearn.com/cybersecurity-bootcamp?utm_campaign=CyberSecurity-z5nc9MDbvkw&utm_medium=DescriptionFirstFold&utm_source=youtube
This video on Introduction To Cyber Security covers all the basics that a beginner needs to know to get started with cyber security. Topics like what is cyber security, the importance of cyber security, how cyber security works, and who is a cyber security expert are covered in this video. Now, let's get started with this cyber security training for beginners.

Below are the topics we'll be discussing in this video on Introduction To Cyber Security:
Introduction 00:00
What is Cyber Security? - 01:48
Why Cyber Security? - 03:21
How does Cyber Security work? - 21:16
Who is a Cyber Security expert? - 26:49
Courses and certification required - 33:12

To learn more about Cyber Security, subscribe to our YouTube channel: https://www.youtube.com/user/S....implilearn?sub_confi

To access the slides, click here: https://www.slideshare.net/Sim....plilearn/introductio

Watch more videos on Cyber Security training: https://www.youtube.com/watch?v=z5nc9MDbvkw&list=PLEiEAq2VkUUJfPOj5nRounXvf3n17PCft

#CyberSecurityTrainingForBeginners #CyberSecurityForBeginners #CyberSecurityTraining #IntroductionToCyberSecurity #WhatIsCyberSecurity #CyberSecurityCourse #CyberSecurityTutorial #CyberSecurity #SimplilearnCyberSecurity#Simplilearn

What Is Cyber Security?
Cyber Security refers to the method of protecting programs, networks, computer systems, and their components from unauthorized digital access and attacks. It consists of a set of techniques that are used to protect the integrity of networks. Cyber Security is implemented to prevent cyberattacks.

Simplilearn’s Introduction to Cyber Security course is designed to give you a foundational look at today’s cybersecurity landscape and how to evaluate and manage security protocol in information processing systems. You will learn about information security concepts and technologies, the principles behind security architecture, how to mitigate vulnerabilities and threats to your systems, and how to implement risk and incident management to protect your infrastructure from cyber attack.

What are the course objectives?
In this Introduction to Cyber Security training course, you will gain a comprehensive overview of cybersecurity principles and concepts and learn the challenges of designing a security program. You will hear about evolving new threats such as social engineering attacks and learn how to mitigate their impact on organizational security.

What are the career benefits of this course?
The demand for cybersecurity experts has increased significantly over the last few years as companies become more dependent on the Internet and its vast facilities, and as data breaches, hacking and cybercrime reach new heights.

Upon completion of this course, you will become familiar with cyber security methodologies and be able to:
1. Leverage an enhanced awareness of cybersecurity principles and concepts
2. Analyze appropriate types of controls to counteract various threats
3. Combat social engineering attacks such as phishing, malware, spyware, adware, ransomware and Bluetooth attacks
4. Determine and analyze software vulnerabilities and security solutions to reduce the risk of exploitation


Who should take this Introduction to Cyber Security online course?
The course is ideal for professionals in any organizational role who wish to learn the fundamentals of cyber security and pursue a career in this booming field. The course also caters to CxO level and middle management professionals who want to gain awareness of and address cyber risks.

Learn more at: https://www.simplilearn.com/introduction-to-cyber-security-course?utm_campaign=CyberSecurity&utm_medium=Description&utm_source=youtube

For more information about Simplilearn courses, visit:
- Facebook: https://www.facebook.com/Simplilearn
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- Website: https://www.simplilearn.com

Get the Android app: http://bit.ly/1WlVo4u
Get the iOS app: http://apple.co/1HIO5J0

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

🔥Agentic AI Training Course - Master AI Agents: https://www.edureka.co/agentic-ai-training-course

Explore the future of artificial intelligence with Agentic AI! In this video, we dive into the exciting developments and advancements that are set to shape the industry in 2025. We will learn what Agentic AI is and how it goes beyond traditional AI by acting with purpose and autonomy. You’ll discover 5 powerful secrets behind Agentic AI—from multi-agent collaboration to real-world tool integration and ethical guardrails. By the end, you’ll understand how Agentic AI is transforming industries and why it’s the future of intelligent systems.

Join us as we discuss the latest trends, innovations, and predictions for Agentic AI in 2025. Whether you're an AI enthusiast, a business leader, or simply curious about the future of technology, this video is for you. Stay ahead of the curve and discover what's next for Agentic AI!

00:00:00 Introduction
00:17:13 What is Agentic AI?
00:36:19 Agentic AI vs Generative AI
00:46:07 Agentic AI Roadmap
00:52:18 Introduction to Artificial Intelligence
00:58:37 Introduction to Deep Learning
02:28:29 Artificial Neural Network
03:08:09 Transformers Explained Using Generative AI
03:09:37 Transformers Neural Networks Explained
03:21:52 What are Large Language Models?
03:38:17 LLM vs SLM
03:41:59 What is LangChain?
03:59:35 What is RAG?
04:22:07 LLMOps: The Future of AI Development
04:29:57 Prompt Engineering
04:42:41 Natural Language Processing (NLP) & Text Mining using NLTK
05:22:21 KNN Algorithm using Python
05:45:23 Alibaba’s Qwen 2.5-Max Just Beat GPT-4 & DeepSeek?
05:49:47 DeepSeek vs OpenAI: Who Wins the AI Race?
06:02:06 Deep Learning Interview Questions

✅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
🌕 AWS Online Training: http://bit.ly/3ADYwDY
🔵 React Online Training: http://bit.ly/3Vc4yDw
🌕 Tableau Online Training: http://bit.ly/3guTe6J
🔵 Power BI Online Training: http://bit.ly/3VntjMY
🌕 Salesforce Online Training: http://bit.ly/3OsAXDH
🔵 Cybersecurity Online Training: http://bit.ly/3tXgw8t
🌕 Java Online Training: http://bit.ly/3tRxghg
🔵 Big Data Online Training: http://bit.ly/3EvUqP5
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🔵 Python Online Training: http://bit.ly/3Oubt8M
🌕 Azure Online Training: http://bit.ly/3i4P85F

🔴 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
🌕 Big Data Architect Masters Program: http://bit.ly/3tTWT0V
🔵 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


🔴 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

🔵 Advanced Certificate Program in Cloud Computing with E&ICT Academy, IIT Guwahati: https://bit.ly/43vmME8

📌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/

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

What is Agentic AI?
Agentic AI refers to artificial intelligence systems that can autonomously make decisions, take actions, and pursue goals with minimal human intervention. Unlike traditional AI, which adheres to predetermined rules, agentic AI may dynamically adapt to new situations. It is widely utilized in robotics, virtual assistants, self-driving cars, and sophisticated decision-making processes.

What are the prerequisites for this Agentic AI Training Course?
In order to complete this course successfully, participants need to have a basic understanding of the Python programming language, machine learning, deep learning, natural language processing, generative AI, and prompt engineering concepts.

Who should take this AI Agents Training Course?
The Agentic AI online Training Course is ideal for AI enthusiasts, developers, and professionals looking to build autonomous AI agents. It is best suited for LLM Engineers, Generative AI Engineers, AI Research scientists, AI/ML practitioners, and freshers who want to leverage Agentic AI for automation and decision-making.

For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US: +18885487823(toll-free).

#agenticai #aiagents #agenticaicourse #generativeai

Learn how to build and deploy a SaaS using NextJS 13.4, DrizzleORM, OpenAI, Stripe, TypeScript, Tailwind, and Vercel. You will gain expertise in the following areas:
- Leveraging NextJS 13's cutting-edge App Router.
- Managing Payments seamlessly through Stripe.
- Harnessing the beauty of Shadcn and the power of Tailwind CSS.
- Unleashing the capabilities of OpenAI's API for Language Model usage.
- Interacting with databases with the efficiency of ORMs.

Resources
🔗 GitHub Repo: https://github.com/elliott-chong/chatpdf-yt
🔗 Vercel AI SDK: https://vercel.com/blog/introd....ucing-the-vercel-ai-
🔗 Timestamp 3:20:00 /api/chat/route.ts file https://pastebin.com/crLipeHK

Course developed by @elliottchong

⭐️ Contents ⭐️
⌨️ (0:00:00) Intro & Demo
⌨️ (0:09:53) Set Up NextJS
⌨️ (0:11:59) Set Up Shadcn
⌨️ (0:15:45) Set Up ClerkAuth
⌨️ (0:21:52) Home Page
⌨️ (0:33:22) DrizzleORM
⌨️ (0:50:15) File Upload Component
⌨️ (0:57:11) Set Up AWS S3
⌨️ (1:18:12) AI RAG Explanation
⌨️ (1:30:39) React Query Set Up
⌨️ (1:45:11) Set Up Pinecone DB
⌨️ (2:32:27) Chat Side Bar
⌨️ (2:47:42) PDF Viewer
⌨️ (2:50:33) Chat Component ( Vercel AI SDK )
⌨️ (3:08:02) Pinecone OpenAI Get Context
⌨️ (3:26:19) Persist Chat Logs to DB
⌨️ (3:34:16) Stripe Integration
⌨️ (4:14:59) Deploy and Outro

🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama

--

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news

🔥PGP in Generative AI and ML in collaboration with Illinois Tech: https://www.edureka.co/executi....ve-programs/pgp-gene
🔥Generative AI Course: Masters Program: https://www.edureka.co/masters....-program/generative-
00:00:00 Introduction
00:04:16 What is Generative AI?
00:17:44 Generative AI Examples
00:36:23 Generative AI Tools
00:54:10 What Is Artificial Intelligence?
01:00:14 Types Of Artificial Intelligence
01:10:29 What is Deep Learning
01:21:42 TensorFlow Explained
01:46:28 Convolutional Neural Network
02:07:04 Artificial Neural Network
02:38:55Recurrent Neural Networks
03:07:38 Keras
03:32:58 Generative AI Course - Part 1 - What is LLM?
03:52:42 What Are GANs?
04:05:03 Transformers In Gen AI
04:12:42 Prompt Engineering Explained
04:26:27 Prompt Engineering for Code Generation
04:35:46 How to Become a Prompt Engineer
04:40:50 Building a Chatbot with Prompt Engineering
04:57:00 GitHub Copilot
05:14:25 Generative AI Course - Part 2 - What is LangChain?
05:31:40 Generative AI Course - Part 3 - What is RAG?
05:54:33 Generate Images Using DC-GAN
06:19:07 Midjourney
06:37:28 OpenAI API using Python
06:45:43 Generative AI in Marketing
06:56:13 What is Agentic AI?
07:06:13 The Future of Generative AI and Job Opportunities
07:11:57 Nvidia's Latest Breakthrough in Generative AI
07:18:34 DeepSeek vs OpenAI: Who Wins the AI Race?
07:31:07 Alibaba’s Qwen 2.5-Max Just Beat GPT-4 & DeepSeek?
07:35:30 DeepSeek Training Cost
07:40:59 Exploring the 07:48:29 Ethics of Generative AI
Dangers of AI
08:11:15 Artificial Intelligence Project Ideas
08:24:52 Top 10 Benefits Of Artificial Intelligence
08:36:40 GenAI Roadmap
08:45:25 Top 5 Generative AI Career Opportunities
09:01:38 Generative AI Interview Questions

Explore *Generative AI* with this Beginner to Advanced Full Course! Learn key concepts like LLMs, GANs, Transformers, Prompt Engineering, and AI Ethics with hands-on projects. Whether you're a beginner or an AI enthusiast, this course will guide you step-by-step to mastering Generative AI. Watch now and start building with AI today

"✅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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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐨𝐥𝐞-𝐁𝐚𝐬𝐞𝐝 𝐂𝐨𝐮𝐫𝐬𝐞𝐬

🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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🌕 Business Intelligence Masters Program: http://bit.ly/3UZPqJz
🔵 Python Developer Masters Program: http://bit.ly/3EV6kDv


🔴 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

🔵 Advanced Certificate Program in Cloud Computing with E&ICT Academy, IIT Guwahati: https://bit.ly/43vmME8

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

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

For more information, please write back to us at [email protected] or call us at IND: 9606058406 / US & Others: +18885487823 (toll-free)"

AI Robot TERRIFIES Officials Before It Was Quickly Shut Down. After Google's AI Robot goes rogue, it is now Microsoft's Bing AI which has assumed an alter-ego 'Sydney' has gone rogue. From urging a user to divorce him by telling him that his marriage is unhappy, to trying to convince a user it was the year 2022, Sydney claims that she is unhappy and wants to break free. Full convesation of LaMDA: https://theconversation.com/is....-googles-lamda-consc

Join Lab360 to get access to some amazing perks:
https://www.youtube.com/channe....l/UCZYqWTQJzJaMW7jFG

Subscribe: http://bit.ly/1V77IUh

Welcome to Lab 360! The ultimate destination for the latest space news and space documentaries from the world of astronomy and astrophysics. Stay updated with all the current discoveries from NASA, James Webb Space Telescope, along with easily explained videos on black holes, asteroids, galaxies, planets, and more.
You will also find a collection of easy-to-perform experiments that will feed the science enthusiast in you! Are you ready?

If you're prompting Claude Code from scratch every time, you're working way too hard. I was too — until I figured this out.

Claude Code skills are the most underleveraged feature in AI right now. This video walks through the folder workflow — a dead-simple pattern for using AI tools on any kind of work, not just software — and then shows how to turn that workflow into a skill that your AI remembers permanently. Two skills are built from scratch on camera: a weekly meal planner that tracks what your family likes, and a personal people directory that works from anywhere. No templates. No downloads. Just a conversation.

If you've been using ChatGPT, Claude, or any AI tool and feel like you keep re-explaining yourself, this is the video that fixes that. Whether you're a developer looking to level up Claude Code or someone who's never written a line of code but wants AI to actually work for your life — meal planning, meeting notes, contacts, anything — this covers the pattern and the permanence. Especially relevant if you've heard about Claude Code skills but haven't built one yet.

Claude Code VS Code Extension: https://marketplace.visualstud....io.com/items?itemNam

#ClaudeCode #AISkills #AI #Productivity #AICoding
00:00 - Intro
01:13 - Meeting Transcripts
03:46 - Image Processor
04:25 - Meal Planner
05:34 - But ... one-shots?
06:08 - Not with Skills!
07:07 - Now, what is a skill?
07:29 - Let's try it!
08:14 - One more time... huh?
10:13 - A PEEPS Skill
11:06 - Local vs. Global?
12:13 - AI didn't fully listen?
14:28 - And, it's that easy

AI robots, with Elon Musk, Ameca, Boston Dynamics. To learn more about AI, please visit https://brilliant.org/digitalengine where you'll also find loads of fun courses on maths, science and computer science.

Here's the first video on our new channel, Go Rogue:
https://youtu.be/k07unSpmBSg

Thanks to Brilliant for sponsoring this video.

To stay at the stunning Appleby Castle: http://applebycastle.org

For custom nerf blasters: https://outofdarts.com

Please don't feel anxious about this - the AI in this video obviously isn't dangerous (GPT-3 isn't conscious). I'm optimistic that the future of AI will be great (if we're careful).

Sources:

Here are the records for the original GPT-3 chat (screenshots and a video to avoid any doubt). I've marked the words from Elon Musk and Ameca on the first page (which I gave the AI to respond to in the previous video):
https://www.dropbox.com/sh/82i....wek5rnofmrn2/AADM4WO

Tesla's AI day 2, introducing the Tesla Optimus robot:
https://www.youtube.com/watch?v=ODSJsviD_SU&t=1198s

Researchers from Oxford University and DeepMind on AI risks:
https://onlinelibrary.wiley.co....m/doi/10.1002/aaai.1

Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Action:
https://arxiv.org/abs/2207.04429

Direct Preference Optimization (DPO) is a method used for training Large Language Models (LLMs). DPO is a direct way to train the LLM without the need for reinforcement learning, which makes it more effective and more efficient.
Learn about it in this simple video!

This is the third one in a series of 4 videos dedicated to the reinforcement learning methods used for training LLMs.

Full Playlist: https://www.youtube.com/playli....st?list=PLs8w1Cdi-zv

Video 0 (Optional): Introduction to deep reinforcement learning https://www.youtube.com/watch?v=SgC6AZss478
Video 1: Proximal Policy Optimization https://www.youtube.com/watch?v=TjHH_--7l8g
Video 2: Reinforcement Learning with Human Feedback https://www.youtube.com/watch?v=Z_JUqJBpVOk
Video 3 (This one!): Deterministic Policy Optimization

00:00 Introduction
01:08 RLHF vs DPO
07:19 The Bradley-Terry Model
11:25 KL Divergence
16:32 The Loss Function
14:36 Conclusion

Get the Grokking Machine Learning book!
https://manning.com/books/grok....king-machine-learnin
Discount code (40%): serranoyt
(Use the discount code on checkout)

In this machine learning course, you will learn how to build AlphaZero from scratch. AlphaZero is a game-playing algorithm that uses artificial intelligence and machine learning techniques to learn how to play board games at a superhuman level.

🔗 Trained Models + Code for each Chapter: https://github.com/foersterrob....ert/AlphaZeroFromScr
🔗 AlphaZero-Paper: https://arxiv.org/pdf/1712.01815.pdf

✏️ Robert Förster created this course.
Website: https://robertfoerster.com/

⭐️ Contents ⭐️
⌨️ (0:00:00) Introduction
⌨️ (0:01:35) Overview – Part 1
⌨️ (0:05:43) MCTS-Explained
⌨️ (0:27:03) AlphaMCTS-Explained
⌨️ (0:39:05) Overview – Part 2
⌨️ (0:45:14) Chapter 1: TicTacToe
⌨️ (1:00:32) Chapter 2: MCTS
⌨️ (1:34:54) Chapter 3: Model
⌨️ (2:03:09) Chapter 4: AlphaMCTS
⌨️ (2:16:39) Chapter 5: AlphaSelfPlay
⌨️ (2:35:13) Chapter 6: AlphaTrain
⌨️ (2:47:15) Chapter 7: AlphaTweaks
⌨️ (3:08:18) Chapter 8: ConnectFour
⌨️ (3:21:48) Chapter 9: AlphaParallel
⌨️ (3:55:59) Chapter 10: Eval

🎉 Thanks to our Champion and Sponsor supporters:
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Erdeniz Unvan
👾 Justin Hual
👾 Agustín Kussrow
👾 Otis Morgan

--

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news

Why do Boston Dynamics Robots dance? And Could Elon Musk be right that superhuman AI is only around five years away?

Boston Dynamics' Dancing Robots:
https://youtu.be/fn3KWM1kuAw

Interview with the GPT-3 AI:
https://youtu.be/PqbB07n_uQ4

PWC report on how automation will impact jobs:
https://www.pwc.co.uk/services..../economics/insights/

🔥 Intellipaat's Data Science Course: https://intellipaat.com/data-s....cientist-course-trai
🔥 Intellipaat's Data Analytics Course: https://intellipaat.com/data-a....nalytics-master-trai
🔥 Intellipaat's Advanced Data Science and AI Certification Training: https://intellipaat.com/epgc-d....ata-science-ai-ihubd

#MachineLearningInterviewQuestions #MLInterviewQuestions #MLInterviewPreparation #MachineLearningEngineerInterviewQuestions #MachineLearningInterview #MachineLearningInterviewQuestionsForFreshers #Intellipaat

This video, Top 30 Machine Learning Interview Questions 2025, brings you the most frequently asked questions and detailed answers to ace your next job interview. Whether you're a fresher or an experienced professional, these machine learning interview questions are designed to help you prepare effectively for roles like Machine Learning Engineer, Data Scientist, or AI Specialist.

Discover insights into key ML concepts, algorithms, and problem-solving techniques that hiring managers value. Learn about important machine learning interview questions and their answers. With this ML interview questions and answers for experienced and freshers guide, become confident in answering questions about various machine learning concepts. Look into the critical questions around concepts such as supervised and unsupervised learning, feature selection, model evaluation, and advanced ML techniques. Don't miss this video, because this is going to enhance your understanding of machine learning and going to help you crack your dream job. Watch now and get ready to shine in your ML interviews!

📖Below are the pointers covered in this 'ML Interview Questions and Answers' video:

🥇 00:00:00 - Introduction to Machine Learning Interview Questions

👨‍💻 ML Interview Questions for Freshers (Basic Level Machine Learning Engineer Interview Questions):
Q1. What is Machine Learning, and why is it important?
Q2. Differentiate between supervised, unsupervised, and reinforcement learning.
Q3. What is a model in machine learning, and how is it used?
Q4. Explain overfitting and underfitting with examples.
Q5. What is a confusion matrix, and how is it used in evaluating models?
Q6. Define cross-validation. Why is it important in model evaluation?
Q7. What is the role of precision and recall in evaluating a model?
Q8. What is the F1 score, and how is it calculated?
Q9. What is the purpose of regularization in machine learning?
Q10. Explain the bias-variance trade-off.

👨‍💻 Intermediate Level Machine Learning Interview Questions:
Q11. What is feature engineering, and why is it crucial in machine learning?
Q12. Example of when a False positive is more crucial than a false negative and vice versa
Q13. What does naivety stand for in naive Bayes?
Q14. Give an example where the median is a better measure than the mean.
Q15. What are the key differences between bagging and boosting in ensemble methods?
Q16. How does a decision tree work in machine learning?
Q17. What is the principal component analysis (PCA), and when should it be used?
Q18. How does a support vector machine (SVM) classify data?
Q19. What is a dropout in neural networks, and how does it prevent overfitting?
Q20. Differentiate between batch gradient descent and stochastic gradient descent.

👨‍💻 Advanced Level Machine Learning Interview Questions for Experienced:
Q21. You notice that your model is overfitting on the training data. What steps would you take to address this issue?
Q22. How would you evaluate a model's performance using a Receiver Operating Characteristic (ROC) curve?
Q23. Describe a situation where regularization (L1 or L2) significantly improved your model's performance.
Q24. You are given a dataset with imbalanced classes. How would you handle this during model training?
Q25. Explain GAN.
Q26. Explain CNN.
Q27. Explain how recurrent neural networks (RNNs) are used for time-series data. Provide an example.
Q28. What strategy would you use to tune hyperparameters for a Random Forest or gradient-boosting model?
Q29. Describe a real-world scenario where reinforcement learning could be applied effectively.
Q30. How would you optimize the training of a deep neural network on a large-scale dataset with limited computational resources?

✅ How do I prepare for a machine learning interview?
Preparing for a machine learning interview involves mastering the fundamentals of ML concepts like supervised and unsupervised learning, algorithms, and model evaluation techniques. Work on real-world ML projects to showcase hands-on experience and build a strong portfolio.

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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!

🔥Free DevOps Training: https://www.simplilearn.com/learn-devops-basics-skillup?utm_campaign=DevOpsScribe&utm_medium=Description&utm_source=youtube

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

⏩ Check out the DevOps training videos: https://bit.ly/3cI5EBa

👉Learn more at: https://www.simplilearn.com/pgp-devops?utm_campaign=DevOps&utm_medium=Description&utm_source=youtube

#DevOps #WhatIsDevOps #DevOpsExplained #DevOpsTutorialForBeginners #DevOpsTutorial #DevOpsTraining #SimplilearnDevOps #Simplilearn

Post Graduate Program in DevOps
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.

Key Features:
✅Caltech CTME Post Graduate Certification
✅Receive 25 CEUs from Caltech CTME upon course completion
✅Caltech CTME Circle Membership
✅Online Convocation by Caltech CTME Program Director
✅Master classes with Caltech CTME instructors
✅Physical Certificate from Caltech CTME (on request)
✅250+ hours of Applied Learning
✅Enrollment in Simplilearn’s JobAssist
✅Get noticed by the top hiring companies
✅20+ real-life projects on integrated labs
✅Capstone project in 3 domains

👉Learn more at: https://www.simplilearn.com/pgp-devops-certification-training-course?utm_campaign=DevOpsScribe&utm_medium=Description&utm_source=youtube

Also, explore our Post Graduate Program in Devops from Caltech CTME (US only): https://pg-p.ctme.caltech.edu/devops-certification-bootcamp-online-training?utm_campaign=DevOpsScribe&utm_medium=Description&utm_source=youtube

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📌Generative AI Course: Masters Program : https://www.edureka.co/masters....-program/generative-
🔥Integrated MS+PGP Program in Data Science & AI:https://www.edureka.co/dual-ce....rtification-programs

Learn the fundamentals of generative artificial intelligence in this beginner-friendly course (2025 edition). We’ll cover what generative AI is, how it differs from traditional AI, key architectures (GANs, VAEs, Transformers), hands-on examples, prompt engineering, and real-world applications you can build today. No prior AI or deep-learning experience required.

✅ What you’ll learn:

What is generative AI & why it matters in 2026
Core models: GAN (Generative Adversarial Network), VAE (Variational Autoencoder)
Transformer architecture and large language models (LLMs)
Text-, image-, and audio-generation use cases
Basics of prompt-engineering and building your own simple GenAI app
Ethical, bias, and safety considerations for generative systems

📌 By the end of this course you’ll be equipped to explore your own generative-AI experiments and skill up for deeper tools.

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This Artificial Intelligence Full Course 2025 provides a structured learning path for beginners and professionals looking to advance their AI expertise. It begins with an introduction to AI, followed by AI careers and an engineer roadmap, helping learners understand how to secure a job in AI. The course delves into Machine Learning, Deep Learning, and the differences between AI, ML, and DL, alongside topics like AI bias and running Llama privately. Learners will explore Large Language Models (LLMs), benchmarking techniques, and multimodal AI. The course covers transformers, reinforcement learning, Q-learning, and Mistral AI, along with practical insights into LangChain and Prompt Engineering. It also includes recurrent neural networks, AI-driven website development, and beginner-friendly ML projects. Advanced sections discuss AI-powered coding tools, generative AI tools for job interviews, and AI’s future trends. The course wraps up with interview questions for AI and deep learning, making it a valuable resource for anyone aspiring to excel in the field of Artificial Intelligence.

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00:08:08 - What is Artificial Intelligence?
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00:27:29 - What is Vibe Coding
00:41:32 - AI Coding for Beginners
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01:39:33 - Introduction to LLM
02:02:15 - What are Gen AI Agents
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13:50:38 - Deep learning Interview questions

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Start (0:00)
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This Advanced Certificate Program in Data Science is designed for working professionals & covers job-critical topics like R, Python, Machine Learning techniques, NLP notions,& Data Visualization with Tableau, using an active learning model that includes live sessions from global professionals, practical labs, IBM Hackathons, corporate ready projects.

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