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

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02:14:01 - How Lexicographical order works
02:15:11 - Guidelines for applying lexicographical

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

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐓𝐚𝐛𝐥𝐞𝐚𝐮 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/tableau....-certification-train (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎)
This Edureka video on "Data Blending in Tableau" talks about a method for combining data when there is related data in multiple data sources, which you want to analyze together in a single view. Tableau has two inbuilt data sources named Sample-superstore and Sample coffee chain.mdb which will be used to illustrate data blending.
We shall discuss the following topics:
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📌𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲: https://www.edureka.co/community/




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🔥Learn more about the Microsoft Azure DevOps Engineer Certification Training for AZ-400: https://intellipaat.com/azure-devops-training/

Welcome to our YouTube channel, where we provide an insightful overview of the Azure DevOps Full Course! In this video on Azure DevOps Tutorial, we'll introduce you to the key features and benefits of Azure DevOps, Microsoft's all-in-one DevOps solution.

Azure DevOps is a comprehensive suite of tools, services, and features that empower development teams to collaborate effectively, automate workflows, and deliver high-quality software at scale. It offers a unified platform that supports the entire software development lifecycle, from planning and coding to testing, deployment, and monitoring.

The core services of Azure DevOps include Azure boards, azure repos, azure pipelines, azure test plans, and Azure artifacts.

Azure DevOps integrates seamlessly with popular development tools, platforms, and cloud providers, including Azure, GitHub, and Jenkins. It offers a rich ecosystem of extensions and integrations that can enhance your development workflows and adapt to your specific requirements.

Whether you're a software developer, project manager, or IT professional, Azure DevOps provides a comprehensive and flexible solution to optimize your development and delivery processes. Join us on this channel as we dive deeper into each service and provide practical tutorials and best practices to help you leverage Azure DevOps effectively. Subscribe now and stay tuned for more exciting content!

📚 Course Curriculum:
00:00:00 - Introduction to Azure
00:12:12 - What is DevOps?
00:19:59 - Introduction to Azure DevOps Services
00:39:54 - Azure Repo, Local Repo, & Cloning Repository
02:17:52 - What is Azure Repos?
02:33:20 - Using Git and TVFC in Azure Repos
02:34:19 - Azure Repos Integrations
02:36:32 - Aure DevOps Architecture
02:44:52 - Hands-On Azure Repos with GitHub
02:52:28 - Hands-On 2
03:07:11 - What is Azure Artifacts?
03:11:52 - Working with Packages?
03:15:44 - Feeds, Views, and Upstream Sources
03:24:23 - Connecting to Azure Pipelines
03:28:03 - What are Azure Test Plans
03:29:48 - Exploratory and Manual Testing
03:37:15 - Test from Kanban Boards
03:45:58 - Hands-On
05:03:53 - Deploy to Azure
05:04:33 - Key Concepts in Pipelines
05:17:30 - Hands-On
08:37:18 - Azure Interview Question
08:59:25 - DevOps Interview Questions

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We help professionals make the right career decisions, choose trainers with over a decade of industry experience, provide extensive hands-on projects, rigorously evaluate learner progress, and offer industry-recognized certifications. We also assist corporate clients in upskilling their workforce and keeping them in sync with the changing technology and digital landscape.

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🔥Edureka Python Certification Training: https://www.edureka.co/python-program...
This Edureka Live video on 'Machine Learning Algorithms' will help you understand what is an Algorithm and what is Machine and learn how to solve a problem using ML with Hands-on

Python Tutorial Playlist: https://goo.gl/WsBpKe
Blog Series: http://bit.ly/2sqmP4s

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How it Works?
1. This is a 5 Week Instructor-led Online Course,40 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 Python Online Certification Training will make you an expert in Python programming. It will also help you learn Python the Big data way with integration of Machine learning, Pig, Hive and Web Scraping through beautiful soup.

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

Why learn Python?

Programmers love Python because of how fast and easy it is to use. Python cuts development time in half with its simple to read syntax and easy compilation feature. Debugging your programs is a breeze in Python with its built in debugger. Using Python makes Programmers more productive and their programs ultimately better.

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

Who should go for python?

Edureka’s Data Science certification course in Python is a good fit for the below professionals:

· Programmers, Developers, Technical Leads, Architects

· Developers aspiring to be a ‘Machine Learning Engineer'

· Analytics Managers who are leading a team of analysts

· Business Analysts who want to understand Machine Learning (ML) Techniques

· Information Architects who want to gain expertise in Predictive Analytics

· 'Python' professionals who want to design automatic predictive models


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

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This video on Top 10 applications of machine learningwill explain some of the applications of Machine Learning which we come across in everyday life. Machine learning is starting to reshape how we live and it has become a part of our lives. We are already seeing how this technology is being implemented in a wide variety of industries.

Top 10 Certifications for 2021: https://youtu.be/W-9jIVm0-p8

Below are the Top 10 applications of Machine Learningthat were discussed in this video.
00:00 - 00:13 Introduction
00:13 - 00:49 Virtual personal assistants
00:49 - 02:10 Traffic predictions
02:10 - 02:38 Social media personalization
02:38 - 03:11 Email spam filtering
03:11 - 03:48 Online fraud detection
03:48 - 04:05 Stock market trading
04:05 - 05:22 Assistive medical technology

Subscribe to our channel for more Machine Learning Tutorials: https://www.youtube.com/user/S....implilearn?sub_confi

For a more detailed understanding of Applications of Machine Learning, do visit: https://bit.ly/2DEq94U
You will find in-depth content on Machine Learning. Browse further to discover similar resources on related topics, made available to you as a learning path. Enjoy top-quality learning for FREE.

You can also go through the slides here: https://goo.gl/bJMY8a

Watch more videos on Machine Learning: https://www.youtube.com/watch?v=7JhjINPwfYQ&list=PLEiEAq2VkUULYYgj13YHUWmRePqiu8Ddy

#MachineLearningApplications #MachineLearningUsingPython #MachineLearningTraining
#MachineLearningAlgorithms #Datasciencecourse #DataScience #SimplilearnMachineLearning #MachineLearningCourse

➡️ Professional Certificate Program In AI And Machine Learning
In collaboration with Purdue, our AI and ML Course will help you unlock your AI and ML potential. You'll study Machine Learning, Deep Learning, Computer Vision, NLP, Speech Recognition, and Reinforcement Learning with Simplilearn's AI ML course online.

✅ Key Features
- Professional Certificate Program certificate and Alumni Association membership
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- 3 Capstones and 25+ Projects with industry data sets from Twitter, Uber, Mercedes Benz, and many more
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✅ Skills Covered
- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- NLP
- Neural Networks
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- GANs
- Keras
- Tensorflow
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- Recommendation Systems
- Ensemble Learning
- NumPy

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

How ChatGPT is Trained

In this video, we take a look at how ChatGPT is trained. ChatGPT is a large language model that can generate text, translate languages, write different kinds of creative content, and answer your questions in an informative way. It is trained on a massive dataset of text and code, and it is able to learn and adapt to new information.
blog link: https://www.linkedin.com/pulse..../discover-how-chatgp
Also check
Is Bard better than chatgpt : https://www.youtube.com/watch?v=Ae6q7v7pOxM&t=673s&pp=ygULa3Jpc2ggbmFpayA%3D

Timestamp
00:00:00 Introduction
00:03:25 3 stages of training
00:07:25 Generative Pretraining
00:09:36 Supervised Fine Tuning
00:13:18 Reinforcement Learning Through Human Feedbacks

---------------------------------------------------------------------------------------------------------
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This video on what is project management will help us understand the basics of project management. The video explains everything that project management includes beginning from What is a project and the components of project management. We will understand the project life cycle and the responsibilities in project management. Furthermore, it tells about various certifications that one may take to become a project manager and excel in the field of project management. Finally, we will learn the risks in project management and how to manage those risks. Now, let us get started and understand project management in detail.


Below topics are explained in this project management tutorial:
1. What is project management? 00:47
2. What is a project? 03:17
3. Components of project management 01:46
4. Project life cycle 05:17
5. Key focus areas in project management 12:17
6. Job Roles in project management 33:27
7. Project management certifications 38:27

To learn more about Project Management, 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/what-is-pro

Watch more videos on Project Management: https://www.youtube.com/watch?v=1-P7fbsOJZM&list=PLEiEAq2VkUULPx4heWRZFC-fxQ9zWDaEf

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✅About Post Graduate Program In Project Management

This project management certificate program will cover strategization and management - project, program, risk, quality, complexity management, customer-centric digital transformation, PMO implementation, and agile and scrum skills; and allow you to earn 146 Professional Development Units (PDUs) for maintaining CCR for PMI certifications.

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- Receive Post Graduate Program Certificate and Alumni Association Membership from UMass Amherst.
- 8X higher live interaction in live online classes by industry experts.
- Earn 146 PDUs for PMI related certifications with 35 contact hours and 4 simulation examinations to ace the PMP exam.
- 100% Money back guarantee.
- Live classes entirely delivered by Simplilearn's expert instructors.

✅Skills Covered

- Project Management
- Agile Management
- Project Risk Management
- Quality Management
- Lean six sigma green belt LSSGB
- Digital Transformation
- Design Thinking
- Customer experience design
- Leadership Skills


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

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In this tutorial, we’ll explore how GitHub Copilot can revolutionize your coding experience. We’ll show you step-by-step how to set it up in Visual Studio Code and use it to build a JavaScript application . From generating code snippets to solving logic problems, Copilot acts as your AI-powered coding partner. Get ready to see how Copilot makes coding faster, smarter, and more fun!

00:00 Introduction
01:35 What is Github Copilot ?
02:31 How does Copilot works ?
01:35 What is Github Copilot ?
04:41 Installing Github Copilot
09:31 Building a Javascript based Application using Github Copilot


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

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

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

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Sometimes, a large language model is too much horse, so to speak. For tasks that are smaller in scope and more fine-tuned for a specific task, a small language model, or SLM, might be a better fit. SLMs are cheaper than LLMs, so they're great for smaller businesses or just automation tasks that don't need all the bells and whistles an LLM offers.

🔎 Read more:
SLM defined ➡️ https://www.techtarget.com/wha....tis/definition/small

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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

Welcome to Intro to Deep Learning! This course is for anyone who wants to become a deep learning engineer. I'll take you from the very basics of deep learning to the bleeding edge over the course of 4 months. In this video, we’ll predict an animal’s body weight given it’s brain weight using linear regression via 10 lines of Python. I’ll have a live session every Wednesday at 10 AM PST that covers my weekly video topics in depth. You can click on the little notification bell next to the subscribe button to get an email notification whenever I’m live. And each session is recorded and uploaded to this channel in case you miss it. This Youtube content is 100% created by me (from the writing to the editing, etc.) , it’ll all be released on my channel, and it’s totally free.

I am also very proud and excited to announce my new, exclusive partnership with Udacity. Together, we’re offering the new Deep Learning Nanodegree Foundation program. If you want to take your game to the next level, this is for you! Especially since Udacity will be providing guaranteed admission to their groundbreaking Artificial Intelligence and Self-Driving Car Nanodegree programs to all graduates. They’re offering discounted limited-time pricing, so enroll now to enjoy the unique projects, program sets, and expert reviews. Plus, their community is amazing, so don’t forget to join the Slack channel after you enroll (I’ll be in there too!) And hey, I’m getting paid a small royalty from each enrollment, so let’s do this together!

Link to the Udacity nanodegree:
https://www.udacity.com/course..../deep-learning-nanod

Please Subscribe! And like. And comment. That’s what keeps me going.

This weeks coding challenge (these weekly challenges are not related to the Udacity nanodegree projects, those are additional):
https://github.com/llSourcell/....linear_regression_de

Mick’s winning code:
https://github.com/mickvanhulst/q_learning

Vishal’s runner-up code:
https://github.com/erilyth/Q-Learning-on-Mazes

More learning resources:
http://machinelearningmastery.....com/a-tour-of-machin
https://docs.microsoft.com/en-....us/azure/machine-lea
https://www.toptal.com/machine....-learning/machine-le
https://onlinecourses.science.....psu.edu/stat501/node
http://machinelearningmastery.....com/simple-linear-re

Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/

The vast majority of this course will use Tensorflow. It's just this first example that's using scikit-learn.

And please support me on Patreon:
https://www.patreon.com/user?u=3191693
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🔥IITG - Professional Certificate Program in Data Analytics and Generative AI (India Only) - https://www.simplilearn.com/iitg-generative-ai-data-analytics-program?utm_campaign=oHm6uf9YOt0&utm_medium=DescriptionFirstFold&utm_source=Youtube

This Excel Data Analytics Full Course, from Beginners to Advanced video by simplilearn, will guide you through creating data visualisations and charts like a Funnel Chart in Excel, leveraging advanced functions such as SUMIFS, SUMPRODUCT, and AVERAGEIFS formulas, and mastering Data Visualization techniques, including building Excel Charts like a pro and creating multiple dependent DROP DOWN LISTS. Additionally, you'll learn Data Analytics using AI, how to use Microsoft Power Query for Data Transformation, and importing Excel data into tools like MySQL Workbench and Power BI, alongside learning about the distinctions between a Database and a Data Warehouse. With bonus content covering Automated Payslip Generators, AI in Excel, and tools like ChatGPT and Google Gemini for data analytics, you'll be well-equipped for 2024 with the top Excel formulas and insights for analysts.

The Full course will cover the following topics

00:00:00 Introduction to Excel Full Course
05:34:44 Excel Full Course Beginners to Advanced
05:38:08 How To Create A Funnel Chart In Excel
05:42:10 Big Data in 5 minutes
05:50:28 Data Analyst Roadmap
05:52:32 Data Science Vs Data Analyst
06:02:55 Data Science Vs Data Analyst
06:25:18 Data Analytics using AI
06:31:31 How To Use The Scan Function in Excel ?
06:41:49 How To Use IF Formula In Excel - ADVANCED TIPS
06:44:12 SUMIFS Formula in Excel
07:21:22 Data VisuALIZATION In EXCEL
07:27:08 Compare Two Lists And Find A Match In Excel
07:31:20 Build Excel Charts Like A Pro
07:44:34 Create Multiple Dependent DROP DOWN LIST In EXCEL
07:48:27 SUMPRODUCT Excel
07:50:18 AVERAGEIFS Formula in Excel
08:08:45 How to use microsoft power query
08:14:10 How To Import Excel Data File To MySQL Workbench
08:20:49 How To Import Excel Data In Power BI
08:22:33 How to Import Data from Web to Excel
08:52:31 Master DATA CLEANING In EXCEL
08:53:25 Database Vs Data Warehouse
09:03:46 Database Vs Data Warehouse
09:22:06 Excel Dashboard For Beginners
09:26:41 How To Use AI In Excel ?
09:42:07 How To Build Automated Payslip Generator In Excel
09:51:28 Copilot In EXCEL
10:04:10 Learn EXCEL Using Google Gemini
10:19:47 ChatGPT And Excel For Data Analytics
10:36:08 Data Transformation
11:07:07 ChatGPT for Excel Dashboard
11:30:53 Top 10 Important Excel Formulas For Analysts In 2024

⏩ Check out the Excel tutorial videos: https://www.youtube.com/watch?v=nPkmWE4JCfE&list=PLEiEAq2VkUUKf8aLrspLg3zuyJ5S-5K5S

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➡️ About Post Graduate Program In Data Analytics
This Data Analytics Program is ideal for all working professionals and prior programming knowledge is not required. It covers topics like data analysis, data visualization, regression techniques, and supervised learning in-depth via our applied learning model with live sessions by leading practitioners and industry projects.

Key Features
✅ Post Graduate Program certificate and Alumni Association membership
✅ Exclusive hackathons and Ask me Anything sessions by IBM
✅ 8X higher live interaction in live online classes by industry experts
✅ Capstone from 3 domains and 14+ Data Analytics Projects with Industry datasets from Google PlayStore, Lyft, World Bank etc.
✅ Master Classes delivered by Purdue faculty and IBM experts
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
✅ Resume preparation and LinkedIn profile building
✅ 1:1 mock interview
✅ Career accelerator webinars

Skills Covered
✅ Data Analytics
✅ Statistical Analysis using Excel
✅ Data Analysis Python and R
✅ Data Visualization Tableau and Power BI
✅ Linear and logistic regression modules
✅ Clustering using kmeans
✅ Supervised Learning

👉 Learn More at: https://www.simplilearn.com/pgp-data-analytics-certification-training-course?utm_campaign=oHm6uf9YOt0&utm_medium=Description&utm_source=youtube