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Machine Learning
65 Views ยท 2 years ago

Edureka Machine Learning Engineer Course: https://www.edureka.co/masters....-program/machine-lea
This Machine Learning Engineer 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.
๐Ÿ”ด ๐‹๐ž๐š๐ซ๐ง ๐“๐ซ๐ž๐ง๐๐ข๐ง๐  ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ข๐ž๐ฌ ๐…๐จ๐ซ ๐…๐ซ๐ž๐ž! ๐’๐ฎ๐›๐ฌ๐œ๐ซ๐ข๐›๐ž ๐ญ๐จ ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐˜๐จ๐ฎ๐“๐ฎ๐›๐ž ๐‚๐ก๐š๐ง๐ง๐ž๐ฅ: https://edrk.in/DKQQ4Py
๐Ÿ“ข๐Ÿ“ข ๐“๐จ๐ฉ ๐Ÿ๐ŸŽ ๐“๐ซ๐ž๐ง๐๐ข๐ง๐  ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ข๐ž๐ฌ ๐ญ๐จ ๐‹๐ž๐š๐ซ๐ง ๐ข๐ง ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ’ ๐’๐ž๐ซ๐ข๐ž๐ฌ ๐Ÿ“ข๐Ÿ“ข
โฉ NEW Top 10 Technologies To Learn In 2024 - https://www.youtube.com/watch?v=vaLXPv0ewHU

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Machine Learning
65 Views ยท 3 years ago

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

Generative AI
65 Views ยท 9 months ago

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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. Youโ€™ll discover 5 powerful secrets behind Agentic AIโ€”from multi-agent collaboration to real-world tool integration and ethical guardrails. By the end, youโ€™ll understand how Agentic AI is transforming industries and why itโ€™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 Alibabaโ€™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

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

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.

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Generative AI
64 Views ยท 3 years ago

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How To Change Lower Case To Upper Case In Excel?
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How to Compare Two Columns In Excel?
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How to Group Rows in Excel?
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Combining Data From Multiple Cells In Excel
How To Merge Cells In Excel
How to Add Date in Excel?
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How To Calculate Age In Excel From A Date Of Birth?
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How to Insert Excel in PPT?
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How to Sort by Date in Excel?
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How to Add Filters in Excel
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How To Lock(Protect) Cells In Excel
How To Calculate Average In Excel?
Excel Print Page Setup
Page Break In Excel For Beginners
Conditional Formatting In Excel
How to Count Colored Cells in Excel?
DateDif In Excel Explained
Remove Duplicates In Excel
SUMIFS Formula in Excel
How To Create Pivot Tables In Excel
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How to Calculate Percentage In Excel
How To Highlight Duplicates In Excel?
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Excel Gantt Chart Tutorial
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Machine Learning
64 Views ยท 3 years ago

Watch the Corridor Crew Show โ–บ https://www.youtube.com/watch?v=AWXgfDIXRc8
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This Video โ–บ
There's a new robot in town. You'll see it in the army soon!

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Machine Learning
64 Views ยท 2 years ago

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๐Ÿ”ฅAI Engineer Masters Program (Discount Code - YTBE15): https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=31Dec2023ExcelUsingChatGPT&utm_medium=DescriptionFirstFold&utm_source=youtube
๐Ÿ”ฅ Professional Certificate Program In Generative AI And Machine Learning (India Only) - https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=31Dec2023ExcelUsingChatGPT&utm_medium=DescriptionFirstFold&utm_source=youtube


๐Ÿš€ Dive into the world of Excel like never before with the power of ChatGPT! ๐Ÿ“Š Whether you're a seasoned spreadsheet pro or just starting your Excel journey, this video is your gateway to unleashing the full potential of Microsoft Excel. ๐Ÿ” In this tutorial, we'll explore innovative ways to streamline your data management using ChatGPT, the cutting-edge language model from OpenAI. From time-saving shortcuts to advanced formula magic, you'll learn how to elevate your Excel game to new heights.

๐Ÿ“ˆ Key Highlights:

๐Ÿ’ก Boost Your Productivity: Discover time-saving tips and tricks that will transform the way you work in Excel.
๐Ÿ”„ Dynamic Formulas: Learn how ChatGPT can help you create dynamic and powerful formulas for complex calculations.
๐Ÿง  Intelligent Data Analysis: Dive into the world of data analysis with insights from ChatGPT, making your decision-making process smarter and more efficient.
๐Ÿš€ Automation Awesomeness: Explore automation possibilities within Excel, supercharged by ChatGPT's capabilities.

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

โฉ Check out More AI Videos By Simplilearn: https://youtube.com/playlist?l....ist=PLEiEAq2VkUULyr_

#ExcelUsingChatGPT #ExcelChatGPT #ChatGPT #Excel #MSExcel #AIML #MachineLearning #ML #ArtificialIntelligence #AI #Simplilearn

โžก๏ธ 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.

โœ… 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

โœ… Skills Covered

- ChatGPT
- Generative AI
- Explainable AI
- Generative Modeling
- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- NLP
- Neural Networks
- Computer Vision
- And Many Moreโ€ฆ

๐Ÿ‘‰ Enroll Now: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=31Dec2023ExcelUsingChatGPT&utm_medium=Description&utm_source=youtube

๐Ÿ”ฅ๐Ÿ”ฅ *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688

โœ… Inspiring Success Stories of Simplilearn's Learners: https://www.simplilearn.com/reviews?utm_campaign=31Dec2023ExcelUsingChatGPT&utm_medium=Description&utm_source=youtube

Generative AI
64 Views ยท 9 months ago

๐Ÿ”ฅ Prompt Engineering with LLM Course: https://www.edureka.co/prompt-....engineering-generati
๐Ÿ”ฅIntegrated MS+PGP Program in Data Science & AI:https://www.edureka.co/dual-ce....rtification-programs

Dive into the world of artificial intelligence with this comprehensive LLM Prompt Engineering Full Course by edureka! in collaboration with Veranda Enterprise. In this course, you'll learn how to effectively communicate with large language models like ChatGPT by mastering the art of prompt engineering. From the fundamentals of zero-shot and few-shot prompting to advanced techniques like chain-of-thought and structured prompting, this course is designed to equip you with the practical skills needed to build powerful AI-driven applications. Whether you're a developer, data scientist, or complete beginner, this full course provides real-world examples, hands-on demos, and expert tips to help you unlock the full potential of generative AI. Start your journey into prompt engineering and take your AI skills to the next level.

๐Ÿ”ฅPost Graduate Program in Generative AI and ML: https://www.edureka.co/executi....ve-programs/pgp-gene
๐Ÿ”ฅGenerative AI Course: Masters Program: https://www.edureka.co/masters....-program/generative-

00:00:00 Introduction
00:01:58 What is Prompt Engineering?
00:16:11 What are Large Language Models?
00:37:10 LLM vs SLM
00:42:52 What is Generative AI?
00:57:02 Prompt Engineering For Code Generation
01:06:43 GitHub Copilot Tutorial
01:23:51 Building a Chatbot with Prompt Engineering
01:39:20 What is LangChain?
01:56:35 What is RAG?
02:19:32 LLMOps: The Future of AI Development
02:25:55 What is Agentic AI?
02:36:47 Agentic AI vs Generative AI
02:57:58 What Is Multimodal AI?
03:14:58 Prompt Engineering Roadmap
03:22:38 Top 15 Popular Gen AI Tools You Must Know
03:40:38 Generative AI Interview Questions

๐Ÿ”ด ๐‹๐ž๐š๐ซ๐ง ๐“๐ซ๐ž๐ง๐๐ข๐ง๐  ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ข๐ž๐ฌ ๐…๐จ๐ซ ๐…๐ซ๐ž๐ž! ๐’๐ฎ๐›๐ฌ๐œ๐ซ๐ข๐›๐ž ๐ญ๐จ ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐˜๐จ๐ฎ๐“๐ฎ๐›๐ž ๐‚๐ก๐š๐ง๐ง๐ž๐ฅ: https://edrk.in/DKQQ4Py

๐Ÿ“Feel free to share your comments below.๐Ÿ“

๐Ÿ”ด ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐š๐ง๐ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ

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๐ŸŒ•Advanced Certificate Program in Cybersecurity with E&ICT Academy, IIT Guwahati: https://bit.ly/3Pd2utG

๐Ÿ“Œ๐“๐ž๐ฅ๐ž๐ ๐ซ๐š๐ฆ: https://t.me/edurekaupdates
๐Ÿ“Œ๐“๐ฐ๐ข๐ญ๐ญ๐ž๐ซ: https://twitter.com/edurekain
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๐Ÿ“Œ๐’๐ฅ๐ข๐๐ž๐’๐ก๐š๐ซ๐ž: https://www.slideshare.net/EdurekaIN
๐Ÿ“Œ๐‚๐š๐ฌ๐ญ๐›๐จ๐ฑ: https://castbox.fm/networks/505?country=IN
๐Ÿ“Œ๐Œ๐ž๐ž๐ญ๐ฎ๐ฉ: https://www.meetup.com/edureka/
๐Ÿ“Œ๐‚๐จ๐ฆ๐ฆ๐ฎ๐ง๐ข๐ญ๐ฒ: 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.

Generative AI
63 Views ยท 1 year ago

๐Ÿ”ฅPurdue - Applied Generative AI Specialization - https://www.simplilearn.com/applied-ai-course?utm_campaign=cCYYv93MSCQ&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅProfessional Certificate Program in Generative AI and Machine Learning - IITG (India Only) - https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=cCYYv93MSCQ&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅAdvanced Executive Program In Applied Generative AI - https://www.simplilearn.com/applied-generative-ai-course?utm_campaign=cCYYv93MSCQ&utm_medium=DescriptionFirstFold&utm_source=Youtube

In this video, Top 10 No-Code App Builders in 2025, we explore the best platforms that let you create apps without writing any code. No-code tools have become more powerful, allowing anyoneโ€”from beginners to businessesโ€”to build mobile and web apps easily. Weโ€™ll start by explaining how no-code platforms work, from setting up a database to designing your app and automating workflows. Then, weโ€™ll dive into the top 10 no-code app builders, including Softr, Bubble, Glide, Adalo, and more. Some platforms are great for beginners, while others offer advanced features to build full-scale applications. Whether you want to launch a simple project, create a business tool, or build a scalable app, this video will help you find the best platform. No-code is changing the way apps are built, making development faster and more accessible.

00:00:00 โ€“ Introduction
00:01:15 โ€“ Step 1: Creating a Database
00:01:30 โ€“ Step 2: Building the User Interface
00:01:45 โ€“ Step 3: Logic and Automation
00:01:48 โ€“ 1. Softr
00:07:14 โ€“ 2. Bubble
00:11:15 โ€“ 3. Glide
00:14:52 โ€“ 4. Adalo
00:16:52 โ€“ 5. Backendless
00:18:54 โ€“ 6. Quickbase
00:20:06 โ€“ 7. Zapier Interfaces
00:22:17 โ€“ 8. FlutterFlow + Firebase
00:24:34 โ€“ 9. WeWeb + Xano
00:26:20 โ€“ 10. Bravo Studio

โฉ Check out More AI and ML Videos By Simplilearn: https://www.youtube.com/playli....st?list=PLEiEAq2VkUU

#generativeAI #AITools #NoCodeApp #AI #GenAI #ArtificialIntelligence #simplilearn #2025

โžก๏ธ About Professional Certificate Program in Generative AI and Machine Learning

Dive into the future of AI with our Generative AI & Machine Learning course, in collaboration with E&ICT Academy, IIT Guwahati. Learn tools like ChatGPT, OpenAI, Hugging Face, Python, and more. Join masterclasses led by IITG faculty, engage in hands-on projects, and earn Executive Alumni Status.

Key Features:
โœ… Program completion certificate from E&ICT Academy, IIT Guwahati
โœ… Curriculum delivered in live virtual classes by seasoned industry experts
โœ… Exposure to the latest AI advancements, such as generative AI, LLMs, and prompt engineering
โœ… Interactive live-virtual masterclasses delivered by esteemed IIT Guwahati faculty
โœ… Opportunity to earn an 'Executive Alumni Status' from E&ICT Academy, IIT Guwahati
โœ… Eligibility for a campus immersion program organized at IIT Guwahati
โœ… Exclusive hackathons and โ€œask-me-anythingโ€ sessions by IBM
โœ… Certificates for IBM courses and industry masterclasses by IBM experts
โœ… Practical learning through 25+ hands-on projects and 3 industry-oriented capstone projects
โœ… Access to a wide array of AI tools such as ChatGPT, Hugging Face, DALL-E 2, Midjourney and more
โœ… Simplilearn's JobAssist helps you get noticed by top hiring companies

Skills Covered:
โœ… Generative AI
โœ… Prompt Engineering
โœ… Chatbot Development
โœ… Supervised and Unsupervised Learning
โœ… Model Training and Optimization
โœ… Model Evaluation and Validation
โœ… Ensemble Methods
โœ… Deep Learning
โœ… Natural Language Processing
โœ… Computer Vision
โœ… Reinforcement Learning
โœ… Machine Learning Algorithms
โœ… Speech Recognition
โœ… Statistics

Learning Path:
โœ… IITG AI: Program Induction
โœ… IITG AI: Programming Fundamentals
โœ… IITG AI: Python for Data Science (IBM)
โœ… IITG AI: Applied Data Science with Python
โœ… IITG AI: Machine Learning
โœ… IITG AI: Deep Learning with TensorFlow (IBM)
โœ… IITG AI: Deep Learning Specialization
โœ… IITG AI: Essentials of Generative AI, Prompt Engineering & ChatGPT
โœ… IITG AI: Advanced Generative AI
โœ… IITG AI: Capstone
Electives:
โœ… IITG AI: ADL & Computer Vision
โœ… IITG AI: NLP and Speech Recognition
โœ… IITG AI: Reinforcement Learning
โœ… IITG AI: Academic Masterclass
โœ… IITG AI: Industry Masterclass

๐Ÿ‘‰ Learn More At: https://www.simplilearn.com/iitg-generative-ai-machine-learning-program?utm_campaign=cCYYv93MSCQ&utm_medium=Description&utm_source=Youtube

Generative AI
63 Views ยท 2 years ago

๐Ÿ”ฅProduct Management Professional Program: https://www.simplilearn.com/product-management-training-course-online?utm_campaign=4VwM4oTqRD0&utm_medium=Lives&utm_source=youtube
๐Ÿ”ฅProfessional Certification in Product Management: https://www.simplilearn.com/product-management-certification-training-course?utm_campaign=4VwM4oTqRD0&utm_medium=Lives&utm_source=youtube

This Product Management Full Course by Simplilearn provides a complete overview of the field, starting with What is Product Management and What a Product Manager Does, followed by essential Product Management Skills and creating a Product Roadmap. It covers key concepts like Product Market Fit, Product Backlog, and PM Roles and Responsibilities, alongside distinctions such as Product Manager vs. Project Manager and Product Manager vs. Product Owner. The course delves into practical frameworks like Go-To-Market Strategy, Market Research, and Agile Principles, while offering tools such as Top 10 PM Tools and Product Manager KPI Techniques. It also addresses critical concepts like MVP, SCRUM Meetings, User Persona Creation, and Product Lifecycle Management, culminating with strategies to ace Product Management Interview Questions.

These are the following topics covered in this Product Manager Full Course:

00:00:00 Introduction to Product Management Full Course
00:11:35 What is Product Management
00:11:52 What does a product manager do?
00:19:09 Product Management Skills
00:38:16 Product Roadmap
00:42:01 Certification in product Manager
00:51:45 What is product market fit
01:07:04 Product sense mock interview
01:26:39 Product Manager Vs Project Manager
01:33:20 product Backlog
01:41:58 PM Roles and responsibilities
02:06:11 Top 10 PM Tools
02:39:04 Product Manager KPI Techniques
03:01:38 Product Manager Vs Product owner
03:03:03 Go TO Market Strategy Framework
03:20:57 What is Market Research
03:30:18 Agile Principles
03:31:18 How to create user persona
03:55:13 What is MVP
03:57:43 SCRUM Meeting Explained
03:59:28 Product Lifecycle Management
04:10:49 How to answer Product Management Interview Questions

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

#ProductManagementFullCourse #productmanagement #productmanager #simplilearn #2025

โžก๏ธAbout Professional Certification In Product Management
Professional Product Management Course by SP Jain School of Global Management prepares you to become a product manager via an exhaustive curriculum covering all aspects of product management. This program focuses on the latest industry trends, advancements and related industry applications taught by top product experts via live sessions.

Key Features
โœ… Certificate from SP Jain School of Global Management
โœ… Live sessions by SP Jain top global faculties
โœ… Get access to SPJ Exec Ed Alumni benefits post program completion
โœ… Leverage Generative AI as a Product Manager using tools such as ChatGPT, Google Bard, Gencraft, Midjourney, & Picsart
โœ… Product management masterclass by industry experts from companies like Google, Facebook, Amazon, Microsoft and more
โœ… Hands-on learning experience by solving real-life product problems via projects on Facebook, Tesla, Instagram, Netflix & Nike
โœ… Product manager toolkit training
โœ… JIRA, Mixpanel, Google Analytics & Balsamiq
โœ… Hands-on learning via case studies and assignments
โœ… Simplilearn's JobAssist helps you get noticed by top hiring companies

Skills Covered
โœ… Product Strategy
โœ… Product Market fit
โœ… Product Ideation
โœ… Rapid Prototyping
โœ… Product Lifecycle Management

Learning Path
โœ… UCSD PM: Induction Session for Product Management Program
โœ… UCSD PM: Essentials - Introduction to Product Management
โœ… UCSD PM: Essentials - Building Key Assets That Drive Product
โœ… UCSD PM: Essentials - Building a Product Strategy
โœ… UCSD PM: Essentials - Product Planning
โœ… UCSD PM: Essentials - Working with Other Teams
โœ… UCSD PM: Essentials - Hypothesis Validation
โœ… UCSD PM: Essentials - Agile Development Process
โœ… UCSD PM: Essentials - Building Prototypes
โœ… UCSD PM: Essentials - Product Analytics
โœ… UCSD PM: Essentials - Business Fundamentals
โœ… UCSD PM: Essentials - Portfolio Assessment
โœ… UCSD PM: User Experience Research for Product Managers
โœ… UCSD PM: Product Design for Product Managers
โœ… UCSD PM: Product Marketing for Product Managers
โœ… UCSD PM: Introduction to Software Development Basics for Product Managers
โœ… UCSD PM: Product Management Tools
โœ… UCSD PM: Product Management Capstone Project
Electives:
โœ… Masterclass by UC San Diego Division of Extended Studies
โœ… UCSD PM: Product Management Masterclass by Industry Experts
โœ… UCSD PM: Product Teardown Sessions
โœ… UCSD PM: AI- Powered Product Management

๐Ÿ”ฅLearn More about Product Management Professional Program: https://www.simplilearn.com/product-management-training-course-online?utm_campaign=4VwM4oTqRD0&utm_medium=Lives&utm_source=youtube

Generative AI
63 Views ยท 1 year ago

๐Ÿ”ฅCISM Certification: Certified Information Security Manager - https://www.simplilearn.com/cyber-security/cism-certification-training?utm_campaign=6WXVkGX4K24&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅProfessional Certificate Program in Cybersecurity- Red Team (India Only) - https://www.simplilearn.com/vapt-vulnerability-assessment-penetration-testing-certification?utm_campaign=6WXVkGX4K24&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅIIITB - Advanced Executive Program in Cybersecurity (India Only) - https://www.simplilearn.com/pgp-advanced-executive-program-in-cyber-security?utm_campaign=6WXVkGX4K24&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅPurdue - Professional Certificate Program in Cybersecurity - https://www.simplilearn.com/cybersecurity-program-online?utm_campaign=6WXVkGX4K24&utm_medium=DescriptionFirstFold&utm_source=Youtube

The Penetration Testing Full Course by Simplilearn covers essential topics in cybersecurity and ethical hacking. It starts with a cybersecurity tutorial for beginners, followed by an overview of ethical hacking and penetration testing basics. The course explores cybersecurity career roadmaps, salaries for penetration testers, and top cybersecurity certifications. Learners can discover hacking gadgets, phishing attacks, and Wireshark tutorials for network analysis. The course also introduces EthicalHacker GPT and highlights common cybersecurity mistakes and interview questions for aspiring professionals.

The following are the topics covered in the Penetration Testing Full Course:

00:00:00 Introduction to Penetration Testing Full Course
00:14:24 Cyber Security Tutorial For Beginners
00:22:19 What is Ethical Hacking
00:36:13 Top 5 Cybersecurity Certifications
01:01:34 Penetration Testing Tutorial for beginners
01:14:06 Cybersecurity Engineer roadmap
01:21:24 Penetration Tester Salary
03:56:50 Ethical Hacking Tutorial For Beginners
03:57:33 Top 7 Dangerous Hacking Gadgets
04:16:01 Phishing Attacks
04:33:30 EthicalHacker GPT
Toughest Cybersecurity Certifications
Common Cybersecurity Mistakes
Wireshark tutorial for beginners
Cyber security Interview Questions

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

โฉ Check out the Cyber Security training videos: https://www.youtube.com/playli....st?list=PLEiEAq2VkUU

#ethicalhacking #cybersecurity #cybersecuritycertification #cybersecuritytutorial #simplilearn #2025

What Is Penetration Testing in Cyber Security?
Penetration testing is a controlled form of hacking into a web application or a mobile application, cyber security experts use ethical hacking techniques to find the flaws and then try to fix weaknesses. The results of a penetration test can be used to improve a system's security posture and patch vulnerabilities.

โžก๏ธ About Cyber Security Expert Masters Program
This cybersecurity expert program readies individuals for CEH, CompTIA Security+, and CISSP certifications, offering a holistic defense strategy against dynamic cyber threats. CEH emphasizes ethical hacking, CompTIA focuses on foundational security concepts, and CISSP covers advanced principles and management.

โœ… Key Features
- Simplilearn's JobAssist helps you get noticed by top hiring companies
- Get Lifetime access to self-paced videos
- CEH Exam Voucher with 6 months of complimentary iLabs access
- Live Classes by Accredited instructors
- Earn the requisite 30 CPEs required to take up the CISSP certification exam.
- Simulation tests focused on exam preparation

โœ… Skills Covered
- Network Security
- Risk Management
- Network Packet Analysis
- Asset Security
- Disaster Recovery
- Encryption
- System Hacking
- Malware Threats
- Planning and Monitoring
- Identity and Access Management
- Forensics
- Cryptography
- System Penetration Testing
- Incident Management
- Pen Testing
- Vulnerability Analysis
- Software Development Security

๐Ÿ”ฅ๐Ÿ”ฅ Interested in Attending Live Classes? Call Us: IN - 18002127688 / US - +18445327688

Generative AI
63 Views ยท 11 months ago

For more information about Stanford's Artificial Intelligence programs visit: https://stanford.io/ai

This lecture provides a concise overview of building a ChatGPT-like model, covering both pretraining (language modeling) and post-training (SFT/RLHF). For each component, it explores common practices in data collection, algorithms, and evaluation methods. This guest lecture was delivered by Yann Dubois in Stanfordโ€™s CS229: Machine Learning course, in Summer 2024.

Yann Dubois
PhD Student at Stanford
https://yanndubs.github.io/

About the speaker: Yann Dubois is a fourth-year CS PhD student advised by Percy Liang and Tatsu Hashimoto. His research focuses on improving the effectiveness of AI when resources are scarce. Most recently, he has been part of the Alpaca team, working on training and evaluating language models more efficiently using other LLMs.

To view all online courses and programs offered by Stanford, visit: http://online.stanford.edu

Chapters:
00:00 - Introduction
00:10 - Recap on LLMs
00:16 - Definition of LLMs
00:19 - Examples of LLMs
01:16 - Importance of Data
01:20 - Evaluation Metrics
01:33 - Systems Component
01:41 - Importance of Systems
01:47 - LLMs Based on Transformers
01:57 - Focus on Key Topics
02:00 - Transition to Pretraining
03:02 - Overview of Language Modeling
04:17 - Generative Models Explained
05:15 - Autoregressive Models Definition
06:36 - Autoregressive Task Explanation
07:49 - Training Overview
08:48 - Tokenization Importance
10:50 - Tokenization Process
13:30 - Example of Tokenization
16:00 - Evaluation with Perplexity
20:50 - Current Evaluation Methods
24:30 - Academic Benchmark: MMLU

Generative AI
63 Views ยท 3 months ago

๏ธ๐Ÿ”ฅ Professional Certificate in AI and Machine Learning - https://www.simplilearn.com/professional-aiml-program?utm_campaign=yMot_Z9yjZ8&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅMicrosoft AI Engineer Program (India Only) - https://www.simplilearn.com/applied-generative-ai-course?utm_campaign=yMot_Z9yjZ8&utm_medium=DescriptionFirstFold&utm_source=Youtube
๐Ÿ”ฅAdvanced Executive Program In Applied Generative AI - https://www.simplilearn.com/applied-generative-ai-course?utm_campaign=yMot_Z9yjZ8&utm_medium=DescriptionFirstFold&utm_source=Youtube

The AI Agents Full Course 2026 by Simplilearn starts with an introduction to AI Agents, their environments, and the Agentic AI roadmap, before moving into hands-on learning like building AI agents without code. It then explores core technologies including Natural Language Processing, multimodal AI, RAG (Retrieval-Augmented Generation), and Agentic AI workflows. Learners practice through n8n, LangGraph, LangChain, Firebase Studio, MCP, and Claude Code tutorials, alongside comparisons like Gemini CLI vs Claude Code. The course also introduces voice agents, Generative AI agents, DeepSeek R1, Metaโ€™s LLaMA 3.2, and Manus AI. Finally, it covers practical applications and strategies to make money with AI agents, preparing learners for both technical mastery and real-world opportunities.

Following are the topics covered in the AI Agents Full Course 2026:

00:00:00 - Introduction to AI Agents Full Course 2026
00:02:15 - AI Agents Tutorial
00:35:58 - Agentic AI Roadmap
00:51:07 - AI Agents and Environments
00:56:29 - How to Build AI Agents Without Code
01:13:47 - Natural Language Processing Tutorial
01:46:36 - n8n Tutorial
01:59:42 - Agentic AI Workflow
03:30:02 - Build AI Agents From Scratch
03:53:44 - Langraph Tutorial
04:08:44 - What Are Gen AI Agents
04:26:50 - How to Build AI Voice Agents
04:49:18 - Langchain Explained
04:59:54 - Multimodal AI
05:05:31 - Build Agentic Rag
06:04:10 - MCP Tutorial
06:26:54 - Claude Code Tutorial for Beginners
06:41:16 - Germini CLI vs Claude Code
06:57:25 - Firebase Studio
07:10:02 - Manus AI
07:22:24 - Introduction to LLM
07:28:24 - Deepseek R1
07:44:29 - Install Deepseek
07:55:42 - Meta New Lama 3.2
08:04:00 - Make Money With AI Agents

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

โฉ Check out the Artificial Intelligence training videos: https://youtube.com/playlist?l....ist=PLEiEAq2VkUULa5a

#generativeAI #AIAgents #AIAgentsTutorial #AI #GenAI #ArtificialIntelligence #simplilearn #2026

โžก๏ธ About Professional Certificate Program in Generative AI and Machine Learning

Dive into the future of AI with our Generative AI & Machine Learning course, in collaboration with E&ICT Academy, IIT Guwahati. Learn tools like ChatGPT, OpenAI, Hugging Face, Python, and more. Join masterclasses led by IITG faculty, engage in hands-on projects, and earn Executive Alumni Status.

Key Features:
โœ… Program completion certificate from E&ICT Academy, IIT Guwahati
โœ… Curriculum delivered in live virtual classes by seasoned industry experts
โœ… Opportunity to earn an 'Executive Alumni Status' from E&ICT Academy, IIT Guwahati
โœ… Eligibility for a campus immersion program organized at IIT Guwahati
โœ… Exclusive hackathons and โ€œask-me-anythingโ€ sessions by IBM
โœ… Certificates for IBM courses and industry masterclasses by IBM experts
โœ… Practical learning through 25+ hands-on projects and 3 industry-oriented capstone projects
โœ… Simplilearn's JobAssist helps you get noticed by top hiring companies

Skills Covered:
โœ… Generative AI
โœ… Prompt Engineering
โœ… Chatbot Development
โœ… Supervised and Unsupervised Learning
โœ… Model Training and Optimization
โœ… Model Evaluation and Validation
โœ… Ensemble Methods
โœ… Deep Learning
โœ… Natural Language Processing
โœ… Computer Vision
โœ… Reinforcement Learning
โœ… Machine Learning Algorithms
โœ… Speech Recognition
โœ… Statistics

Learning Path:
โœ… Program Induction
โœ… Programming Fundamentals
โœ… Python for Data Science (IBM)
โœ… Applied Data Science with Python
โœ… Machine Learning
โœ… Deep Learning with TensorFlow (IBM)
โœ… Deep Learning Specialization
โœ… Essentials of Generative AI, Prompt Engineering & ChatGPT
โœ… Advanced Generative AI
โœ… Capstone

๐Ÿ‘‰ Learn More At: https://www.simplilearn.com/applied-generative-ai-course?utm_campaign=yMot_Z9yjZ8&utm_medium=Description&utm_source=Youtube

Machine Learning
62 Views ยท 3 years ago

ะŸะพะผะพั‰ัŒ ะฟั€ะพะตะบั‚ัƒ: https://www.patreon.com/VertDider

ะ›ะตะพะฝะฐั€ะดะพ, ั‚ะพ ะปะธ ะฟั€ะพัั‚ะพ ะดั€ะพะฝ ั ะฝะพะณะฐะผะธ, ั‚ะพ ะปะธ ะฝะต ะฟั€ะพัั‚ะพ, ัƒะผะตะตั‚ ั…ะพะดะธั‚ัŒ ะฟะพ ะบะฐะฝะฐั‚ัƒ ะธ ะบะฐั‚ะฐั‚ัŒัั ะฝะฐ ัะบะตะนั‚ะฑะพั€ะดะต ะทะฐะดะพะผ ะฝะฐะฟะตั€ะตะด, ะฐ ะตะณะพ ัƒัะพะฒะตั€ัˆะตะฝัั‚ะฒะพะฒะฐะฝะฝั‹ะต ะฟะพั‚ะพะผะบะธ, ะฒะพะทะผะพะถะฝะพ, ะบะพะณะดะฐ-ะฝะธะฑัƒะดัŒ ะฟะพะปะตั‚ัั‚ ะฒ ะบะพัะผะพั. ะŸะพ ะบั€ะฐะนะฝะตะน ะผะตั€ะต, ะฝะฐ ัั‚ะพ ะฝะฐะดะตัŽั‚ัั ะตะณะพ ัะพะทะดะฐั‚ะตะปะธ. ะ”ะตั€ะตะบ ะœะฐะปะปะตั€ ะพั‚ะฟั€ะฐะฒะธะปัั ะฟะพัะผะพั‚ั€ะตั‚ัŒ ะฝะฐ ะ›ะตะพ, ะฟะพัะพั€ะตะฒะฝะพะฒะฐะปัั ั ะฝะธะผ ะธ ะฟะพะบะฐะทะฐะป, ะฒ ะบะฐะบะธั… ัƒัะปะพะฒะธัั… ะตะณะพ ั‚ะตัั‚ะธั€ัƒัŽั‚. ะšะฐะบ ะดัƒะผะฐะตั‚ะต, ัƒ ัั‚ะพะณะพ ั‡ัƒะดะฐ ั‚ะตั…ะฝะธะบะธ ะฑะพะปัŒัˆะพะต ะฑัƒะดัƒั‰ะตะต?

ะŸะตั€ะตะฒะพะด: ะ•ะปะตะฝะฐ ะกะผะพั‚ั€ะพะฒะฐ
ะ ะตะดะฐะบั‚ัƒั€ะฐ: ะะปะตะบัะตะน ะœะฐะปะพะฒ
ะะฐัƒั‡ะฝะฐั ั€ะตะดะฐะบั‚ัƒั€ะฐ: ะŸะฐะฒะตะป ะฅัƒะดะธะบ
ะžะทะฒัƒั‡ะบะฐ: ะ”ะผะธั‚ั€ะธะน ะงะตะฟัƒัะพะฒ, ะะปะตะบัะตะน ะะธะบะธั‚ะธะฝ, ะะปั‘ะฝะฐ ะกะพะบะพะปะพะฒะฐ
ะœะพะฝั‚ะฐะถ ะทะฒัƒะบะฐ: ะะฝะดั€ะตะน ะคะพะบะธะฝ
ะœะพะฝั‚ะฐะถ ะฒะธะดะตะพ: ะ”ะถะพะฝ ะ˜ัะผะฐะธะปะพะฒ

ะกะฟะฐัะธะฑะพ ะทะฐ ะฟะพะดะดะตั€ะถะบัƒ ะฝะฐ https://www.patreon.com/VertDider
ะžะทะฒัƒั‡ะบะธ Vert Dider ะฒั‹ั…ะพะดัั‚ ั ะฒะฐัˆะตะน ะฟะพะผะพั‰ัŒัŽ:

Maria Zvereva, Pavel Dunaev, Nick Denizhenko, Oleksii Leonov, Yegor Barakovskiy, Mikhail Stolpovskiy, Kirill Seleznev, Dmitrii komarevtsev, toshego, Sergey Skrypnyk, Illarion Petrov, Andrew Dzhur, ะ•ะฒะณะตะฝะธะน ะšะพะปะผะฐะบะพะฒ, Andrey Chizh, Linar Khusnullin, ะ”ะผะธั‚ั€ะธะน ะ“ะปะฐะทะฝะตะฒ, ะšะธั€ะธะปะป ะ›, Anton Borkovski, Ilya, smiler, ะะฝั‚ะพะฝ ะœะฐะปะธะฝะธะฝ, Roman Inflianskas, Maxim Syunikov, Oleg Zingilevskiy, Serega Beltser, Rashid Nasibulin, opperatius, Alena, Vitaliy Vachynyuk, ะะธะบะฐ ะšะฐะปะผั‹ะบะพะฒะฐ, ะ•ะฒะณะตะฝะธะน ะกะตะปัŒะผะตะฝะตะฒ, Sergii Cherepanov, ะ’ะปะฐะดะธะผะธั€ ะšะฐัˆัƒั‚ะธะฝ, Pavel Parpura, Anton Bolotov, Yevhen, Sergei W, Kosoy, ะœะธั…ะฐะธะป ะŸะฐะฝัŒะบะธะฝ, Katoto Chan, Anton Makiievskyi, Ivan Bondarenko, Kristopher Nolan, Alexander Kulikov, KIM TKHE SIK, ะŸะพะปะธะฝะฐ ะœะฐั€ะบะธะฝะฐ, ะ•ะฒะณะตะฝะธะน, ะกะตั€ะณะตะน ะะฝะดั€ะตะตะฒ, Leonid Korobov, mol9ko, ะะดะดะพะฝ, Irina Slavgorodskaya, Arthur Skobara, 666.13FM, Andrew Rumyantsev, Marianna Sumina, ะœะฐั€ะธั ะ‘ะฐั€ะฐะฝะพะฒะฐ, Maxim Arkushin, ะ”ะผะธั‚ั€ะธะน, Oleg Kovalov, Vadim Cpp, Roman Rogachev, Artem Amirbekov, Dzmitryi Halyava, Nastya, POD666, Aleksei Shabalin, Timophey Popov, ะ›ะธะปั ะœะฐะปะบะพะฒะฐ, Natalie Kulinicheva, Marat Bakirov, ะ˜ั€ะธะฝะฐ ะ—ะฐะฒั‚ะพะฝะพะฒะฐ, Anastasia, Andrey Istomin, ะ˜ั€ะธะฝะฐ ะะฝะฐั‚ะพะปัŒะตะฒะฝะฐ ะงัƒะปะบะพะฒะฐ, Pavel Golovin, Vadim Velicodnii, ะะฝะฝะฐ ะขั€ะพััะผะฐะฝ, Serj Skidan, L Marchenko, Nadia Kilgishova, Andrey Rusanov, Inna Klymenko, Dmitriy Lashtaba, Ilya Alexeevsky, Alexander Balynskiy, ะœะฐะบัะธะผ ะ˜ะฒะฐะฝะพะฒ, Ihar Marozau, Alexander, Maria Tronina, Alexander Gorodok, Ivan Iakimov, Alexander Zimin, Otto Kester, Claudia Barzaeva, Lirin Alex, Konstantin Pesyakov, Viktoria, Olga Podolskaya, Alexey Kukushkin, F23D24, ะŸัƒะณะฐั‡ั‘ะฒ ะŸั‘ั‚ั€, Olga Shistareva, Alex Katkov, Irina Shakhverdova, Dmitriy Omelyansky, Aleksey Sazonov, Vladimir Goshev, Vladyslav Sokolenko, Anton Novozhenin, Spartak Kagramanyan, ะะปะตะบัะฐะฝะดั€ ะคะฐะปะฐะปะตะตะฒ, Evgeny Vrublevsky, angel

#VertDider #Veritasium

ะกะฐะนั‚ ัั‚ัƒะดะธะธ: http://vertdider.tv

ะœั‹ ะฒ ัะพั†ะธะฐะปัŒะฝั‹ั… ัะตั‚ัั…:
โ€” http://vk.com/studio_vd
โ€” https://t.me/vertdider
โ€” https://twitter.com/Vert_Dider
โ€” http://coub.com/vertdider

ะ ะฐะทั€ะตัˆะตะฝะธะต ะฝะฐ ะฟัƒะฑะปะธะบะฐั†ะธัŽ: https://bit.ly/2SFhrHZ
ยฉ https://www.youtube.com/c/veritasium/
ะ˜ัั‚ะพั‡ะฝะธะบ: https://youtu.be/H1_OpWiyijU

Machine Learning
62 Views ยท 2 years ago

( Java Training - https://www.edureka.co/java-j2ee-training-course )
This Edureka Java Programming tutorial (Java Blog Series: https://goo.gl/12JH8n) will help you in understanding the various programming fundamentals of Java in detail with examples. Check out our Java Playlist: https://goo.gl/ES3dI3

This video helps you to learn following topics:

5:19 Variables
6:18 Data Types in Java
20:56 Operators in Java
33:35 Conditional Statements in Java
40:54 Loops
53:21 Arrays and Strings
1:00:48 Functions in Java
1:06:00 Classes and Objects in Java

Subscribe to our channel to get video updates. Hit the subscribe button above.

#Java #Javatutorial #Javaonlinetraining #Javaforbeginners #JavaProgramming

How it Works?

1. This is a 7 Week Instructor led Online Course, 45 hours of assignment and 20 hours of project work

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 the training you will be working on a real time project for which we will provide you a Grade and a Verifiable Certificate!
- - - - - - - - - - - - - - - - -

About the Course

Edureka's Advanced Java/J2EE and SOA training and certification course is designed for students and professionals who want to be a Java Developer. This is a 42 hour course which will cover both core and advanced Java concepts like Database connectivity, Threads, Exception Handling, Collections, JSP, Servlets, XML Handling etc. We will also learn various Java frameworks like Hibernate and Spring. During our Java/ Certification training, our instructors will help you:

1. Develop the code with various Java data types, conditions and loops.
2. Implement arrays, functions and string handling techniques.
3. Understand object oriented programming through Java using Classes, Objects and various Java concepts like Abstract, Final etc.
4. Implement multi-threading and exception handling.
5. Use parse XML files using DOM and SAX in Java.
6. Write a code in JDBC to communicate with Database.
7. Develop web applications and JSP pages.
8. Interact with the database using hibernate framework.
9. Write code with spring framework components like Dependency Injection and Auto Wiring.
10. Implement SOA using web services.

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

Who should go for this course?

This course is designed for professionals aspiring to become Java Developers. Programmers, Web Developers, Web Designers, Programming Hobbyists, Database Administrators, Youngsters who want to kick start their career are the key beneficiaries of this course.
- - - - - - - - - - - - - - - -

Why learn Java?

Java is a general-purpose, class-based, object-oriented computer programming language that was designed by James Gosling at Sun Microsystems in 1995.

Key Highlights of Java:
Platform Independent: This allows programmers to develop applications that can run on any operating system.

Usability of Java: Java is most widely used programming language. It is present everywhere. It really doesn't matter which domain you are working in, you will surely come across Java sooner or later!

Open Source: The good news is that Java is available for free! All the development tools and the environment (JRE & JDK) that is used to develop Java applications are absolutely free of cost.

Android: Irrespective of the fact that you are tech savvy or not, most of us are badly bitten by the Android bug! Android is in great demand today and fortunately you need Java for Android development. Hence, the importance of Java has increased even more.

Hadoop: Hadoop is one of the most trending framework for processing Big Data. It has been designed and developed in Java.

In spite of having a tough competition on the server side from Microsoft and other companies, Java is doing extremely well on mobile platforms, thanks to Android! It has also been the primary language for Hadoop Developers.
For Java Training and Certification, please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll free).

Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka

Machine Learning
62 Views ยท 2 years ago

๐Ÿ”ฅ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐๐ซ๐จ๐ฆ๐ฉ๐ญ ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ข๐ง๐  ๐ฐ๐ข๐ญ๐ก ๐†๐ž๐ง๐ž๐ซ๐š๐ญ๐ข๐ฏ๐ž ๐€๐ˆ ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž: https://www.edureka.co/prompt-....engineering-generati (Use code "๐˜๐Ž๐”๐“๐”๐๐„๐Ÿ๐ŸŽ")
Dive into the world of 'Prompt Engineering Explained' to get the lowdown in layman's terms. Ever wondered how your daily tech gadgets work or how engineers solve complex problems? In this video I will be explaining you what is prompt engineering and how it works. From developers to content creators anybody can use this amazing technology. I have also covered the fundamentals of prompt engineering like Tree of thoughts and elaborated on how it is useful in areas like Business Analytics and so on.

โฉ Edureka Chat GPT Explained Playlist: http://bit.ly/3HGRy3G

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

๐Ÿ”ด ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐š๐ง๐ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง๐ฌ

๐Ÿ”ต DevOps Online Training: http://bit.ly/3VkBRUT
๐ŸŒ• AWS Online Training: http://bit.ly/3ADYwDY
๐Ÿ”ต React Online Training: http://bit.ly/3Vc4yDw
๐ŸŒ• Tableau Online Training: http://bit.ly/3guTe6J
๐Ÿ”ต Power BI Online Training: http://bit.ly/3VntjMY
๐ŸŒ• Selenium Online Training: http://bit.ly/3EVDtis
๐Ÿ”ต PMP Online Training: http://bit.ly/3XugO44
๐ŸŒ• Salesforce Online Training: http://bit.ly/3OsAXDH
๐Ÿ”ต Data Science Online Training: http://bit.ly/3V3nLrc
๐ŸŒ• CEHv12 Online Training: http://bit.ly/3Vhq8Hj

๐Ÿ”ด ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐‘๐จ๐ฅ๐ž-๐๐š๐ฌ๐ž๐ ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž๐ฌ

๐Ÿ”ต DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
๐ŸŒ• Cloud Architect Masters Program: http://bit.ly/3OvueZy
๐Ÿ”ต Data Scientist Masters Program: http://bit.ly/3tUAOiT
๐ŸŒ• Big Data Architect Masters Program: http://bit.ly/3tTWT0V
๐Ÿ”ต Business Intelligence Masters Program: http://bit.ly/3UZPqJz

๐Ÿ”ด ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐”๐ง๐ข๐ฏ๐ž๐ซ๐ฌ๐ข๐ญ๐ฒ ๐๐ซ๐จ๐ ๐ซ๐š๐ฆ๐ฌ

๐Ÿ”ต Artificial and Machine Learning PGD with E&ICT Academy
NIT Warangal: http://bit.ly/3OuZ3xs

๐ŸŒ• Professional Certificate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

๐Ÿ”ต Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh

๐Ÿ“ข๐Ÿ“ข ๐“๐จ๐ฉ ๐Ÿ๐ŸŽ ๐“๐ซ๐ž๐ง๐๐ข๐ง๐  ๐“๐ž๐œ๐ก๐ง๐จ๐ฅ๐จ๐ ๐ข๐ž๐ฌ ๐ญ๐จ ๐‹๐ž๐š๐ซ๐ง ๐ข๐ง 2023 ๐’๐ž๐ซ๐ข๐ž๐ฌ ๐Ÿ“ข๐Ÿ“ข
โฉ NEW Top 10 Technologies To Learn In 2023 - โ€ข Top 10 Technologi...

๐Ÿ”ต About Edureka ChatGPT Certification Training Course

Edurekaโ€™s ChatGPT Certification Training Course will teach you about ChatGPT architecture, GPT models, methodology, and real-world applications. The ChatGPT certification training program is an excellent choice for individuals and organizations seeking to improve their language processing and AI skills and knowledge.

๐Ÿ”ต Why take up the Online ChatGPT Certification Course?

Interested individuals can opt for the Online ChatGPT Certification course as this course provides:

Comprehensive knowledge: The course provides a comprehensive understanding of ChatGPT, including its architecture, training methodology, and real-world applications.

Career advancement: The certification demonstrates an individual's expertise and competence in working with ChatGPT, making them a valuable asset to any organization.

Stay ahead of the curve: ChatGPT is a rapidly growing field, and with the certification, one can stay ahead of the curve and stay updated with the latest advancements in the industry.

Enhance skills: The course provides practical skills and knowledge that can be applied to various areas and industries.

๐Ÿ”ต Who should take up this ChatGPT Certification Course?

The ChatGPT Certification Course is suitable for a wide range of individuals, including:

AI professionals: This course is ideal for AI professionals who want to gain expertise in ChatGPT and expand their knowledge in the field of AI.

Developers: Developers who want to integrate ChatGPT into their projects and create new AI applications can benefit from the course.

Data scientists: Data scientists who want to understand how ChatGPT can be used to process and analyze large amounts of data can also benefit from the course.

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Machine Learning
61 Views ยท 2 years ago

Dr. Paul Lessard and his collaborators have written a paper on "Categorical Deep Learning and Algebraic Theory of Architectures". They aim to make neural networks more interpretable, composable and amenable to formal reasoning. The key is mathematical abstraction, as exemplified by category theory - using monads to develop a more principled, algebraic approach to structuring neural networks.

We also discussed the limitations of current neural network architectures in terms of their ability to generalise and reason in a human-like way. In particular, the inability of neural networks to do unbounded computation equivalent to a Turing machine. Paul expressed optimism that this is not a fundamental limitation, but an artefact of current architectures and training procedures.

The power of abstraction - allowing us to focus on the essential structure while ignoring extraneous details. This can make certain problems more tractable to reason about. Paul sees category theory as providing a powerful "Lego set" for productively thinking about many practical problems.

Towards the end, Paul gave an accessible introduction to some core concepts in category theory like categories, morphisms, functors, monads etc. We explained how these abstract constructs can capture essential patterns that arise across different domains of mathematics.

Paul is optimistic about the potential of category theory and related mathematical abstractions to put AI and neural networks on a more robust conceptual foundation to enable interpretability and reasoning. However, significant theoretical and engineering challenges remain in realising this vision.

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Links:
Categorical Deep Learning: An Algebraic Theory of Architectures
Bruno Gavranoviฤ‡, Paul Lessard, Andrew Dudzik,
Tamara von Glehn, Joรฃo G. M. Araรบjo, Petar Veliฤkoviฤ‡
Paper: https://categoricaldeeplearning.com/

Symbolica:
https://twitter.com/symbolica
https://www.symbolica.ai/

Dr. Paul Lessard (Principal Scientist - Symbolica)
https://www.linkedin.com/in/paul-roy-lessard/

Neural Networks and the Chomsky Hierarchy (Grรฉgoire Delรฉtang et al)
https://arxiv.org/abs/2207.02098

Interviewer: Dr. Tim Scarfe

Pod: https://podcasters.spotify.com..../pod/show/machinelea

Transcript:
https://docs.google.com/docume....nt/d/1NiHJKTkeqYdpcg

More info about NNs not being recursive/TMs:
https://www.youtube.com/watch?v=4KIQH1VEwBI

Geometric Deep Learning blueprint:
https://www.youtube.com/watch?v=bIZB1hIJ4u8

TOC:
00:00:00 - Intro
00:05:07 - What is the category paper all about
00:07:19 - Composition
00:10:42 - Abstract Algebra
00:23:01 - DSLs for machine learning
00:24:10 - Inscrutability
00:29:04 - Limitations with current NNs
00:30:41 - Generative code / NNs don't recurse
00:34:34 - NNs are not Turing machines (special edition)
00:53:09 - Abstraction
00:55:11 - Category theory objects
00:58:06 - Cat theory vs number theory
00:59:43 - Data and Code are one and the same
01:08:05 - Syntax and semantics
01:14:32 - Category DL elevator pitch
01:17:05 - Abstraction again
01:20:25 - Lego set for the universe
01:23:04 - Reasoning
01:28:05 - Category theory 101
01:37:42 - Monads
01:45:59 - Where to learn more cat theory




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