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Generative AI
3,888 Views · 3 years ago

🔥 Post Graduate Program In Data Engineering: https://www.simplilearn.com/pgp-data-engineering-certification-training-course?utm_campaign=2June2023HadoopInterviewQuestions2023&utm_medium=Descriptionff&utm_source=youtube

In this video " Top 20 Hadoop Interview Questions" we will cover the 20 most asked question in the hadoop and big data interviews.
Big Data in layman’s terms is a vast volume of high velocity data , think of hundreds of gigabytes of data flowing through in minutes. Obviously this can’t be stored and processed using traditional data processing systems. Now this is where Hadoop comes in. Hadoop is an open-source framework designed to handle big data. It provides a distributed file system (Hadoop Distributed File System - HDFS) and a distributed processing framework (MapReduce) that allows for parallel and scalable processing of large datasets across clusters of nodes. Hadoop's architecture enables fault tolerance and high availability, making it suitable for processing big data. Organizations and enterprises globally are on the lookout for skilled professionals who are able to handle such vast volumes of data, help structure and streamline the processing of this data. The salary of a Hadoop developer can vary based on factors like experience, location, company size, and industry but on average Hadoop developers earn anywhere between $80,000 and $150,000 per year which can go as high as 250,000$ for some experienced roles. It is therefore one of the best times for you to get yourself certified and skilled in the big data domain. With companies like Google, Adobe, Intuit,Oracle, Accenture, VISA, and many hiring hadoop developers you must get yourself enrolled in one of our amazing certification training programs to land yourself your dream job. Let me tell you about this global certification program.

00:00 Introduction to Big Data and Hadoop
Hadoop Developer Salary
Companies Hiring Hadoop Developer
Top 20 Hadoop Interview Questions

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About Post Graduate Program In Data Engineering
Fast-track your career as a Data Engineering professional with our Data Engineering course. This course covers Big Data and Data Engineering concepts, the Hadoop ecosystem, Apache Python basics, AWS EMR, Quicksight, Sagemaker, the AWS cloud platform, and Azure services.

✅ Skills Covered
- Real Time Data Processing
- Data Pipelining
- Big Data Analytics
- Data Visualization
- Provisioning data storage services
- Apache Hadoop
- Ingesting Streaming and Batch Data
- Transforming Data
- Implementing Security Requirements
- Data Protection
- Encryption Techniques
- Data Governance and Compliance Controls

✅ Tools Covered
- Amazon EMR
- Amazon RedShift
- MongoDB
- Python
- Apache spark
- Data Bricks
- SQL
- and more...

👉Enroll now: https://www.simplilearn.com/pgp-data-engineering-certification-training-course?utm_campaign=2June2023HadoopInterviewQuestions2023&utm_medium=Description&utm_source=youtube
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Generative AI
4,063 Views · 3 years ago

🔥 Post Graduate Program In AI And Machine Learning: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=3June2023IsPythonReallyDead&utm_medium=DescriptionFirstFold&utm_source=youtube
🔥 Artificial Intelligence Engineer Master's Program (Discount Code: YTBE15): https://www.simplilearn.com/masters-in-artificial-intelligence?utm_campaign=3June2023IsPythonReallyDead&utm_medium=DescriptionFirstFold&utm_source=youtube

In this Is Python Really Dead? video, we tackle the question, "Is Python Really Dead?" We explore the concerns and criticisms surrounding Python, such as its performance in demanding tasks and the division between Python 2 and 3. However, we also highlight Python's resilience and adaptability, discussing its continuous development, strong community, and relevance in various industries. We delve into the enduring popularity of Python in fields like data science and machine learning. Whether you're a Python enthusiast or curious about programming trends, this video provides valuable insights on the future of Python. Join the conversation and share your thoughts in the comments.

Here in this Is Python Really Dead? video, we start with:

00:00

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#IsPythonDead #PythonDead #Mojo #PythonProgramming #MojoProgramming #PythonVsMojo #MojoVsPython #Python #Simplilearn

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➡️ Post Graduate 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
- Post Graduate 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
- Master Classes delivered by Purdue faculty and IBM experts
- Simplilearn's JobAssist help

✅ Skills Covered
- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- NLP
- Neural Networks
- Computer Vision
-GANs
- Keras
- Tensorflow
- Reinforcement Learning
- Speech Recognition
- Recommendation Systems
- Ensemble Learning
- NumPy

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Generative AI
3,060 Views · 3 years ago

🔥 Post Graduate Program In Data Analytics: https://www.simplilearn.com/pgp-data-analytics-certification-training-course?utm_campaign=BasicsOfSQLForBeginners2June2023&utm_medium=Descriptionff&utm_source=youtube
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In this "Basics SQL database training for beginners" video by Simplilearn, you will learn the fundamental concepts and skills necessary for working with relational databases using the SQL language. SQL (Structured Query Language) is the most widely used language for communicating with databases and extracting data for application development, reporting, and analytics. This tutorial will teach you how to query and analyze data from complex relational databases.To begin with this SQL Training course, you don't need any prior SQL or coding knowledge. We'll take it slowly and lay a strong foundation on various concepts like SQL Commands, data types, operators, Functions, Joins and many more.

Following are the topics Covered in this tutorial:

00:00:00 Introduction to Basics of SQL Database Training
00:04:47 What is SQL ?
00:17:34 MYSQL Installation on Windows
00:25:49 Introduction to SQL Syntax
00:47:05 What are SQL Operators?
01:21:42 How to Create Database and Tables in MYSQL?
01:46:34 SQL Select Statement Tutorial
02:08:48 What are SQL Clauses?
02:34:43 SQL Insert, Update, Delete Statement Tutorial
03:11:30 what is SQL Join?
03:20:14 Types of SQL Joins Explained
03:53:29 What are SQL Keys?
04:07:07 Aggregate Functions in SQL Explained
04:24:11 SQL Group By and Order By tutorial
04:45:53 Where vs Having by Clauses Explained

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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:
✅Simplilearn Career Service helps you get noticed by top hiring companies
✅Post Graduate Program certificate and Alumni Association membership
✅Exclusive hackathons and Ask me Anything sessions by IBM
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✅& more

Skills Required:
✅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

Tools Covered:
✅Microsoft Excel
✅NumPy
✅pandas
✅power bi
✅python
✅R
✅ScikitLearn

👉Learn more at: https://www.simplilearn.com/pgp-data-analytics-certification-training-course?utm_campaign=BasicsOfSQLForBeginners2June2023&utm_medium=Description&utm_source=youtube
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Generative AI
3,360 Views · 3 years ago

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐂𝐲𝐛𝐞𝐫 𝐒𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/cyberse....curity-certification 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎)
This Edureka video on "Cybersecurity Certifications" talks about some of the major cybersecurity certifications required to get into the security industry. If you're interested in a developing an exciting career in cyber security, check out 2023s top ten cybersecurity certifications.
00:00:00 Introduction
00:00:59 Cybersecurity Certifications: Know the Basics
00:02:29 Category of Certification Programs
00:03:02 Certifications in IT Security
00:04:19 CompTIA Security+ Certification
00:05:15 CompTIA Security+: Domains
00:05:40 GSEC: GIAC Security Essentials Certification
00:06:39 GSEC: Domains
00:06:59 SSCP: Systems Security Certified Practitioner
00:07:39 SSCP: Domains
00:08:26 CEH: Certified Ethical Hacker
00:09:26 CEH: Domains
00:09:47 CISA: Certified Information Systems Auditor
00:10:32 CISA: Domains
00:10:43 CISM: Certified Information Security Manager
00:11:32 CISM: Domains
00:11:50 CRISC: Certified in Risk and Information System Control
00:12:29 CRISC: Domains
00:12:41 CISSP: Certified Information System Security Professional
00:13:58 CISSP: Domains
00::14:18 How To Choose the Right Cybersecurity Certification?

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐬

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

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


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📌𝐂𝐚𝐬𝐭𝐛𝐨𝐱: https://castbox.fm/networks/505?country=IN
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Please write back to us at sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

Generative AI
3,062 Views · 3 years ago

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚'𝐬 𝐑𝐞𝐚𝐜𝐭 𝐉𝐒 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/reactjs....-redux-certification Use code (𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎)
In this Edureka video on "How to Learn React JS", you will learn everything about React js Roadmap. We have covered ReactJS basic to advanced Concepts that you need to know so this video will be helpful to a beginner. Below are the topics covered in this How to Learn React JS video:
00:00:00 Introduction
00:01:00 Agenda
00:01:45 Introduction to React JS
00:02:38 Prerequisites
00:03:30 React.js Concepts
00:05:04 React.js Roadmap
00:08:00 Project Ideas

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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🔵 React Online Training: http://bit.ly/3Vc4yDw
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🌕 Selenium Online Training: http://bit.ly/3EVDtis
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🌕 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
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🔴 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
🌕 RPA Developer Masters Program: http://bit.ly/3OteYfP
🔵 Web Development Masters Program: http://bit.ly/3U9R5va
🌕 Computer Science Bootcamp Program : http://bit.ly/3UZxPBy
🔵 Cyber Security Masters Program: http://bit.ly/3U25rNR
🌕 Full Stack Developer Masters Program : http://bit.ly/3tWCE2S
🔵 Automation Testing Engineer Masters Program : http://bit.ly/3AGXg2J
🌕 Python Developer Masters Program : https://bit.ly/3EV6kDv
🔵 Azure Cloud Engineer Masters Program: http://bit.ly/3AEBHzH

🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐬

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

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


📌𝐓𝐞𝐥𝐞𝐠𝐫𝐚𝐦: https://t.me/edurekaupdates
📌𝐓𝐰𝐢𝐭𝐭𝐞𝐫: https://twitter.com/edurekain
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📌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 sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

Generative AI
4,009 Views · 3 years ago

🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐌𝐲𝐒𝐐𝐋 𝐃𝐁𝐀 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/mysql-dba (Use Code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
This Edureka video on SQL Joins will discuss the various types of Joins used in SQL Server with examples.
The following topics will be covered in this video:
00:00:00 Introduction
00:00:29 Agenda
00:00:51 Introduction to SQL
00:01:39 What are Joins in SQL
00:02:11 Types of Joins
00:14:58 FAQs about Joins

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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Generative AI
3,916 Views · 3 years ago

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐁𝐢𝐠 𝐃𝐚𝐭𝐚 𝐇𝐚𝐝𝐨𝐨𝐩 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎) : https://www.edureka.co/big-dat....a-hadoop-training-ce
This Edureka video on "Hadoop Pig Tutorial" will provide you with detailed knowledge about Hadoop Pig and the functionalities it can perform.

00:00:00 Introduction
00:00:13 Agenda for today's Session
00:00:51 MapReduce Way
00:02:33 Why go for PIG when MR is there?
00:03:13 Apache Pig vs MapReduce
00:04:20 Why Apache Pig?
00:06:00 Twitter Case Study
00:07:03 High Level Implementation
00:07:47 Detailed Implementation Flow
00:11:32 Apache Pig Architecture
00:12:33 Apache Pig Components
00:13:36 Pig Running Modes
00:16:25 Pig Data Model - Tuple and Bag
00:17:58 Pig Data Model - Map and Atom
00:19:26 Pig Operators
00:32:39 Analysing Logs Using Apache Pig

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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Please write back to us at sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

Generative AI
3,210 Views · 3 years ago

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐞𝐚𝐜𝐭 𝐉𝐒 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 : https://www.edureka.co/reactjs....-redux-certification (Use code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
This Edureka video on "𝐖𝐡𝐚𝐭 𝐢𝐬 𝐑𝐞𝐚𝐜𝐭𝐉𝐒 ?" will help you understand the fundamentals of ReactJS and help you in building a strong foundation in React by understanding the advantages of ReactJS along with its features and major aspects. Below are the topics covered in this What is ReactJS video
00:00:00 Introduction
00:00:45 Agenda
00:01:05 What is ReactJS?
00:02:07 Aspects of ReactJS
00:03:52 Installation of ReactJS
00:09:56 Programming in ReactJS

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐬

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

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Please write back to us at sales@edureka.co or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

Generative AI
3,025 Views · 3 years ago

🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐞𝐚𝐜𝐭 𝐉𝐒 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞
: https://www.edureka.co/reactjs....-redux-certification code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
In this Edureka video on "𝐑𝐞𝐚𝐜𝐭 𝐑𝐨𝐮𝐭𝐞𝐫 𝐓𝐮𝐭𝐨𝐫𝐢𝐚𝐥",you will learn about React, Routing, React Router, the need of React Router and React Router DOM. Moving on, it will also explain the components and the various types of React Router. This video also contains the installation & demo with detailed explanation.
00:00:00 Introduction
00:00:39 Agenda
00:01:13 What is React
00:02:01 What is React Router
00:04:06 Why React Router
00:04:35 Installation
00:06:01 Components of React Router
00:07:47 Types of React Router

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🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐚𝐧𝐝 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬

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

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Generative AI
3,477 Views · 3 years ago

#graphgpt #gpt3 #machinelearning
GraphGPT converts unstructured natural language into a knowledge graph. Pass in the synopsis of your favorite movie, a passage from a confusing Wikipedia page, or a transcript from a video to generate a graph visualization of entities and their relationships. A classic use case of prompt engineering.

Github: https://github.com/varunshenoy/GraphGPT
Demo: https://graphgpt.vercel.app/

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#techviz #datascienceguy #deeplearning #ai #transformers #knowledgegraph #promptengineering

Generative AI
2,899 Views · 3 years ago

In this video, I go over how to download and run the open-source implementation of GPT3, called GPT Neo. This model is 2.7 billion parameters, which is the same size as GPT3 Ada. The results are very good and are a large improvement over GPT-2. I am excited to play around with this model more and for the future of even larger NLP models.

Notebook https://github.com/mallorbc/GPTNeo_notebook
GPT Neo github https://github.com/EleutherAI/gpt-neo (use the first release tag)
GPT Neo HuggingFace docs https://huggingface.co/transfo....rmers/model_doc/gpt_
A useful article about transformer parameters https://huggingface.co/blog/how-to-generate

00:00 - GPT3 Background
01:07 - GPT3 Interview
02:06 - GPT Neo Github
03:14 - GPT Neo HuggingFace
03:52 - Setting up Anaconda and Jupyter
05:05 - Starting the Jupyter notebook
06:14 - Installing dependencies in the notebook
06:58 - Importing needed dependencies
07:33 - Selecting what GPT model to use
08:45 - Checking our computer hardware
09:36 - Loading the tokenizer
09:55 - Giving our inputs
10:39 - Generating the tokens with the model
11:42 - Decoding and reading the result
13:22 - Reflections on Transformers
14:26 - Outro questions future work

Generative AI
4,074 Views · 3 years ago

#gpt3 #openai #gpt-3

How far can you go with ONLY language modeling? Can a large enough language model perform NLP task out of the box? OpenAI take on these and other questions by training a transformer that is an order of magnitude larger than anything that has ever been built before and the results are astounding.

OUTLINE:
0:00 - Intro & Overview
1:20 - Language Models
2:45 - Language Modeling Datasets
3:20 - Model Size
5:35 - Transformer Models
7:25 - Fine Tuning
10:15 - In-Context Learning
17:15 - Start of Experimental Results
19:10 - Question Answering
23:10 - What I think is happening
28:50 - Translation
31:30 - Winograd Schemes
33:00 - Commonsense Reasoning
37:00 - Reading Comprehension
37:30 - SuperGLUE
40:40 - NLI
41:40 - Arithmetic Expressions
48:30 - Word Unscrambling
50:30 - SAT Analogies
52:10 - News Article Generation
58:10 - Made-up Words
1:01:10 - Training Set Contamination
1:03:10 - Task Examples

https://arxiv.org/abs/2005.14165
https://github.com/openai/gpt-3

Abstract:
Recent work has demonstrated substantial gains on many NLP tasks and benchmarks by pre-training on a large corpus of text followed by fine-tuning on a specific task. While typically task-agnostic in architecture, this method still requires task-specific fine-tuning datasets of thousands or tens of thousands of examples. By contrast, humans can generally perform a new language task from only a few examples or from simple instructions - something which current NLP systems still largely struggle to do. Here we show that scaling up language models greatly improves task-agnostic, few-shot performance, sometimes even reaching competitiveness with prior state-of-the-art fine-tuning approaches. Specifically, we train GPT-3, an autoregressive language model with 175 billion parameters, 10x more than any previous non-sparse language model, and test its performance in the few-shot setting. For all tasks, GPT-3 is applied without any gradient updates or fine-tuning, with tasks and few-shot demonstrations specified purely via text interaction with the model. GPT-3 achieves strong performance on many NLP datasets, including translation, question-answering, and cloze tasks, as well as several tasks that require on-the-fly reasoning or domain adaptation, such as unscrambling words, using a novel word in a sentence, or performing 3-digit arithmetic. At the same time, we also identify some datasets where GPT-3's few-shot learning still struggles, as well as some datasets where GPT-3 faces methodological issues related to training on large web corpora. Finally, we find that GPT-3 can generate samples of news articles which human evaluators have difficulty distinguishing from articles written by humans. We discuss broader societal impacts of this finding and of GPT-3 in general.

Authors: Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, Dario Amodei

Links:
YouTube: https://www.youtube.com/c/yannickilcher
Twitter: https://twitter.com/ykilcher
BitChute: https://www.bitchute.com/channel/yannic-kilcher
Minds: https://www.minds.com/ykilcher

Generative AI
3,034 Views · 3 years ago

In this short clip, Dr. Craig Booth explains what a Large Language Model (LLM) is and how they work. LLMs are the foundational technology category behind models like GPT3, BERT, and other generative AI models.

To watch the complete webinar, go to: https://www.youtube.com/watch?v=LgtDe7ufSRA

Generative AI
3,630 Views · 3 years ago

In this video I show you how to setup and install GPT4All and create local chatbots with GPT4All and LangChain! Privacy concerns around sending customer and organizational data to OpenAI APIs is a huge issue in AI right now but using local models like GPT4All, LLaMa, Alpaca etc can be a viable alternative.

I did some research and figured out how to make your own version of ChatGPT trained on your own data (PDFs, docs etc) using only open source models like GPT4All which is based on GPT-J or LLaMa depending on the version you use. LangChain has great support for models like these so in this video we use LangChain to integrate LLaMa embeddings with GPT4All and a FAISS local vector database to store out documents.

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Mentioned in the video:
Code: https://github.com/wombyz/gpt4....all_langchain_chatbo
GPT4ALL (Pre-Converted):
https://huggingface.co/mrgaang..../aira/blob/main/gpt4
Embedding Model:
https://huggingface.co/Pi3141/....alpaca-native-7B-ggm
Mac User Troubleshooting: https://docs.google.com/docume....nt/d/1JDMBTOjbRtJo49

Timestamps:
0:00 - What is GPT4All?
2:28 - Setup & Install
7:13 - LangChain + GPT4All
11:42 - Custom Knowledge Query
19:42 - Chatbot App
24:19 - My Thoughts on GPT4All

About Me 👋🏼
Hi! My name is Liam Ottley and I’m an AI developer and entrepreneur, founder of my own AI development company: Morningside AI (https://morningside.ai). You’ve found my YouTube channel where I help other entrepreneur’s wrap their heads around AI with tutorials on how to get started with building AI apps!

With developments in AI moving so fast, I’m constantly working on my own projects and those of clients and sharing my learnings with my viewers 2-3x per week.

I don’t have anything to sell you, my only hope is that one day some of you will learn enough from my videos to see an exciting opportunity in the AI space and want to work with my development company to make it a reality.

Generative AI
3,162 Views · 3 years ago

In this talk, we will cover the basics of Reinforcement Learning from Human Feedback (RLHF) and how this technology is being used to enable state-of-the-art ML tools like ChatGPT. Most of the talk will be an overview of the interconnected ML models and cover the basics of Natural Language Processing and RL that one needs to understand how RLHF is used on large language models. It will conclude with open question in RLHF.

RLHF Blogpost: https://huggingface.co/blog/rlhf
The Deep RL Course: https://hf.co/deep-rl-course
Slides from this talk: https://docs.google.com/presen....tation/d/1eI9PqRJTCF
Nathan Twitter: https://twitter.com/natolambert
Thomas Twitter: https://twitter.com/thomassimonini

Nathan Lambert is a Research Scientist at HuggingFace. He received his PhD from the University of California, Berkeley working at the intersection of machine learning and robotics. He was advised by Professor Kristofer Pister in the Berkeley Autonomous Microsystems Lab and Roberto Calandra at Meta AI Research. He was lucky to intern at Facebook AI and DeepMind during his Ph.D. Nathan was was awarded the UC Berkeley EECS Demetri Angelakos Memorial Achievement Award for Altruism for his efforts to better community norms.




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