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Prof. Geoffrey Ye Li (Imperial College London)
It has been demonstrated recently that deep learning (DL) has great potential to break the bottleneck of conventional communication systems. In this talk, we present our recent work in DL in wireless communications, including physical layer processing and resource allocation.
DL can improve the performance of each individual (traditional) block in a conventional communication system or jointly optimize the whole transmitter or receiver. Therefore, we can categorize the applications of DL in physical layer communications into with and without block processing structures. For DL-based communication systems with block structures, we present joint channel estimation and signal detection based on a fully connected deep neural network, model-drive DL for signal detection. For those without block structures, we provide our recent endeavors in developing end-to-end learning communication systems with the help of deep reinforcement learning (DRL) and generative adversarial net (GAN).
Judicious resource (spectrum, power, etc.) allocation can significantly improve the efficiency of wireless networks. The traditional wisdom is to explicitly formulate resource allocation as an optimization problem and then exploit mathematical programming to solve it to a certain level of optimality. Deep learning represents a promising alternative due to its remarkable power to leverage data for problem-solving and can help solve optimization problems for resource allocation or can be directly used for resource allocation. We will first present our research results in using deep learning to reduce the complexity of mixed-integer non-linear programming (MINLP). We will then discuss how to use deep reinforcement learning directly for wireless resource allocation with applications in vehicular networks.
Bio:
Dr. Geoffrey Ye Li is the Chair Professor in Wireless Systems in Department of EEE, Imperial College London. Before joining Imperial College London in 2020, he was a professor with Georgia Institute of Technology, GA, USA, for 20 years and a Principal Technical Staff Member with AT&T (Bell) Labs – Research in New Jersey, USA, for around 5 years. He is currently focusing on machine learning and statistical signal processing for wireless communications. His research topics in the past couple decades include machine learning for wireless signal detection and resource allocation, cognitive radios, cross-layer optimisation for spectrum- and energy-efficient wireless networks, OFDM and MIMO techniques for wireless systems, and blind signal processing.
Dr. Geoffrey Ye Li was awarded IEEE Fellow for his contributions to signal processing for wireless communications in 2005. He won several prestigious awards from IEEE Signal Processing Society (Donald G. Fink Overview Paper Award in 2017), IEEE Vehicular Technology Society (James Evans Avant Garde Award in 2013 and Jack Neubauer Memorial Award in 2014), and IEEE Communications Society (Stephen O. Rice Prize Paper Award in 2013, Award for Advances in Communication in 2017, and Edwin Howard Armstrong Achievement Award in 2019). He also received the 2015 Distinguished ECE Faculty Achievement Award from Georgia Tech. He has been recognised as the Highly-Cited Researcher by Thomson Reuters almost every year.
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Wireless ML Seminars is a series of lectures focused on Machine Learning in the wireless space. Invited speakers for the series are leaders in their fields, hailing from respected research institutions worldwide. The seminar series is curated by Prof. Jeff Andrews and Prof. Hyeji Kim from the Wireless Networking and Communications Group at the University of Texas at Austin.
Find out more here: https://sites.utexas.edu/wirelessmlseminars/
A gentle intro to neural networks.
Perceptron Video : https://www.youtube.com/watch?v=4Gac5I64LM4
Logistic Regression Video : https://www.youtube.com/watch?v=9zw76PT3tzs
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CS596 Machine Learning, Spring 2021
Yang Xu, Assistant Professor of Computer Science
College of Sciences
San Diego State University
Website: clcs.sdsu.edu
One Direction – Steal My Girl (Official 4K Video)
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Lyrics
She be my queen
Since we were sixteen
We want the same things
We dream the same dreams
Alright (alright)
I got it all
'Cause she is the one
Her mum calls me love
Her dad calls me son
Alright (alright)
I know, I know, I know for sure
Everybody wanna steal my girl
Everybody wanna take her heart away
Couple billion in the whole wide world
Find another one 'cause she belongs to me
Everybody wanna steal my girl
Everybody wanna take her heart away
Couple billion in the whole wide world
Find another one 'cause she belongs to me
Na na na na na na (oh, yeah)
Na na na na na na (alright)
Na na na na na na
Na na, she belongs to me
Kisses like cream
Her walk is so mean
And every jaw drop
When she's in those jeans
Alright (alright)
I don't exist
If I don't have her
The sun doesn't shine
The world doesn't turn
Alright (alright)
But I know, I know, I know for sure
Everybody wanna steal my girl
Everybody wanna take her heart away
Couple billion in the whole wide world
Find another one 'cause she belongs to me
Everybody wanna steal my girl
Everybody wanna take her heart away
Couple billion in the whole wide world
Find another one 'cause she belongs to me
Na na na na na na (oh, yeah)
Na na na na na na (alright)
Na na na na na na
Na na na na na na
She knows, she knows
That I never let her down before
She knows, she knows
That I'm never gonna let another take her love from me now
Everybody wanna steal my girl
Everybody wanna take her love away
Couple billion in the whole wide world
Find another one 'cause she belongs to me
Everybody wanna steal my girl
Everybody wanna take her heart away
Couple billion in the whole wide world
Find another one 'cause she belongs to me
Na na na na na na (oh, yeah, alright, yeah)
Na na na na na na (alright)
Na na na na na na
Na na, she belongs to me
Na na na na na na (oh, yeah)(she belongs to me, yeah)
Na na na na na na (alright)
Na na na na na na
She belongs to me
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Jamiroquai - Little L (Official 4K Video)
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Lyrics
There you were freaking out
Trying to get your head around
The fact that me and you and love is dead
See how I'm tripping out
'Cause you can't decide
What you really want from me
Why does it have to be like this
I can never tell
'Cause you make me love you, love you baby
With a little L
There you were shouting out
Cranking up your altercations
Getting upset in your desperation
Screaming and hollering
How could this love become so paper thin
You're playing so hard to get
You're making me sweat just to hold your attention
I can't give you nothing more
If you ain't giving nothing to me
Don't you know that
You make me love you, love you baby
With a little L
Why does it have to be like this
I can never tell
Seems like you're steppin' on the pieces
Of my broken shell
'Cause you make me love you, love you
With a little L, you know
That's the way you make me love you, yeah
Why does it have to be like this
I can never tell
You make me love you, love you baby
With a little L
Why does it have to be like this
(You make me love you, you make me love you)
I can never tell
(You make me love you, with a little L)
You make me love you, love you baby
(You make me love you, you make me love you)
With a little L
(You make me love you, with a little L)
Why does it have to be like this
(You make me love you, with a little l, that's what you do)
I can never tell
(You make me love you, with a little l, that's what you do)
You make me love you, love you baby
(You make me)
With a little L
Why does it have to be like this
(You make me love you, with a little l)
I can never tell
(That's what you do)
You make me love you, love you baby
(You make me love you, with a little l)
With a little L
(That's what you do)
Why does it have to be like this
(You make me love you, with a little l)
I can never tell
(That's what you do)You make me love you, love you baby
(You make me love you, with a little l)
With a little L
(That's what you do)
Why does it have to be like this
(You make me love you, with a little l)
I can never tell
(That's what you do)
You make me love you, love you baby
(You make me love you, with a little l)With a little L
(That's what you do)
Why does it have to be like this
(You make me love you, with a little l)I can never tell
(That's what you do)
You make me love you, love you baby
(You make me love you, with a little l)
With a little L
(That's what you do)
Why does it have to be like this
(You make me love you, with a little l)
I can never tell
(That's what you do)
You make me love you, love you baby
http://vevo.ly/1ZVVX2
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This Edureka video on AWS Solutions Architect Interview Questions will discuss some of the most frequently asked questions based on AWS during interviews. It will help you understand the different topics you need to know about.
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00:00:56 Basic level
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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐎𝐧𝐥𝐢𝐧𝐞 𝐌𝐲𝐒𝐐𝐋 𝐃𝐁𝐀 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 : https://www.edureka.co/mysql-dba (Use Code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
A transaction is the propagation of one or more changes to the database. For example, if you are creating a record or updating a record, or deleting a record from the table, then you are performing transactions on the table. It is important to control transactions to ensure data integrity and to handle
database errors. Practically, you will club many SQL queries into a group and you will execute all of them together as a part of a transaction. this video helps you to learn about transactions and transaction manipulation.
Topics Covered :
00:00:00 Introduction
00:00:22 Transactions
00:01:34 Properties
00:03:16 COMMIT & ROLLBACK
00:03:51 AUTO-COMMIT
00:04:41 Transaction- Safe Table Types in MySQL
00:06:12 ALTER command & syntax
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Digital Marketing Full Course - 10 Hours [2023] | Digital Marketing Tutorial for Beginners | Edureka
🔥𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐃𝐢𝐠𝐢𝐭𝐚𝐥 𝐌𝐚𝐫𝐤𝐞𝐭𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 (𝐔𝐬𝐞 𝐂𝐨𝐝𝐞: 𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎) : https://www.edureka.co/digital-marketing
This Edureka 'Digital Marketing Full Course' is a complete guide to learning Digital Marketing from scratch which covers in-depth knowledge about different concepts of Digital Marketing, Types of Marketing, SEO, and Career opportunities in Digital Marketing. This Digital Marketing tutorial is ideal for beginners and experienced professionals.
Topics covered in this Digital Marketing Full Course video :
00:00:00 Introduction
00:01:11 Agenda
00:02:26 What is Digital Marketing?
00:03:29 Evolution of Digital Marketing
00:16:50 Top 10 Reasons to learn Digital Marketing
00:24:51 Importance of Digital Marketing
00:36:21 Why Learn Digital Marketing?
00:47:57 What is the structure of the marketing plan
00:57:01 How to make an effective Marketing plan
01:03:52 Types of Digital Marketing
01:40:40 How to Become a Digital Marketer
01:52:15 Types of SEO
02:04:07 How does Search Engine Work
02:11:18 Tactics & Method
02:18:15 How to Optimize Keywords
02:28:00 SEO Tools
02:41:26 Different SEO Techniques
02:48:44 Backlinks
02:52:9 What are the on-page Ranking Factors
02:59:08 Best Practices
03:09:07 Yoast SEO
03:15:24 Yoast SEO Setup
03:24:21 Yoast SEO Metabox
03:42:22 Paid Marketing With Google Ads Tool
04:06:43 Types of Search Queries
04:11:04 Introduction to Google ADS
04:20:27 Google ADS Account Structure
04:44:08 Google AD Sense
04:46:56 Types of Ads
05:15:10 Managing Google Ads
05:45:35 Content Marketing
06:21:42 Pillers of Social Media Marketing
06:25:30 Social Marketing Tools
07:01:17 Email Marketing
07:21:30 Integrated Digital Marketing
07:40:07 Example: Microsoft Integrated Marketing Communication Approach
07:54:43 Data-Driven Marketing
08:09:35 How to Become a Digital Marketing Influencer?
08:59:37 How to Become a Digital Marketer
09:15:37 Digital Marketing Interview Question & Answers
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🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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🌕 Business Intelligence Masters Program: http://bit.ly/3UZPqJz
🔵 Python Developer Masters Program: http://bit.ly/3EV6kDv
🌕 RPA Developer Masters Program: http://bit.ly/3OteYfP
🔵 Web Development Masters Program: http://bit.ly/3U9R5va
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🌕 Full Stack Developer Masters Program: http://bit.ly/3tWCE2S
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🔵 Azure Cloud Engineer Masters Program: http://bit.ly/3AEBHzH
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🌕 Professional Certificate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT
🔵 Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh
🌕 Artificial and Machine Learning PGD with E&ICT Academy
NIT Warangal: http://bit.ly/3OuZ3xs
📢📢 𝐓𝐨𝐩 𝟏𝟎 𝐓𝐫𝐞𝐧𝐝𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 2023 𝐒𝐞𝐫𝐢𝐞𝐬 📢📢
⏩ NEW Top 10 Technologies To Learn In 2023 - https://youtu.be/udD_GQVDt5g
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🔥 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐖𝐞𝐛 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐓𝐫𝐚𝐢𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞 : https://www.edureka.co/complete-web-developer (Use code "𝐘𝐎𝐔𝐓𝐔𝐁𝐄𝟐𝟎")
This Edureka video on "Web Development Projects" (Blog: https://www.edureka.co/blog/we....b-development-projec ) consists of three different levels of projects that will help you understand the concept of web development and web designing better.
00:00:00 Introduction
00:00:42 Agenda
00:01:24 Career in Web Development
00:01:54 Key Job Roles
00:03:42 Responsive Layout
00:12:16 Dynamic Webpage
00:35:23 Quiz Game
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🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
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🔵 Machine Learning Engineer Masters Program: http://bit.ly/3AEq4c4
🌕 Business Intelligence Masters Program: http://bit.ly/3UZPqJz
🔵 Python Developer Masters Program: http://bit.ly/3EV6kDv
🌕 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
🌕 Professional Certificate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT
🔵 Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh
🌕 Artificial and Machine Learning PGD with E&ICT Academy
NIT Warangal: http://bit.ly/3OuZ3xs
📢📢 𝐓𝐨𝐩 𝟏𝟎 𝐓𝐫𝐞𝐧𝐝𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 𝐭𝐨 𝐋𝐞𝐚𝐫𝐧 𝐢𝐧 2023 𝐒𝐞𝐫𝐢𝐞𝐬 📢📢
⏩ NEW Top 10 Technologies To Learn In 2023 - https://youtu.be/udD_GQVDt5g
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𝐄𝐝𝐮𝐫𝐞𝐤𝐚 Flutter 𝐂𝐨𝐮𝐫𝐬𝐞 - 𝐁𝐞𝐠𝐢𝐧𝐧𝐞𝐫𝐬 𝐭𝐨 𝐀𝐝𝐯𝐚𝐧𝐜𝐞𝐝 : https://www.edureka.co/flutter....-development-certifi
If you're planning to develop cross-platform mobile applications using Flutter, and want to land in your dream job. Watching this video on flutter interview questions can be helpful because it can guide you through the questions and answers that you may face in the flutter interview. This can save you time and frustration from trying to figure it out on your own.
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🔵 DevOps Online Training: http://bit.ly/3VkBRUT
🌕 AWS Online Training: http://bit.ly/3ADYwDY
🔵 React Online Training: http://bit.ly/3Vc4yDw
🌕 Tableau Online Training: http://bit.ly/3guTe6J
🔵 Power BI Online Training: http://bit.ly/3VntjMY
🌕 Selenium Online Training: http://bit.ly/3EVDtis
🔵 PMP Online Training: http://bit.ly/3XugO44
🌕 Salesforce Online Training: http://bit.ly/3OsAXDH
🔵 Cybersecurity Online Training: http://bit.ly/3tXgw8t
🌕 Java Online Training: http://bit.ly/3tRxghg
🔵 Big Data Online Training: http://bit.ly/3EvUqP5
🌕 RPA Online Training: http://bit.ly/3GFHKYB
🔵 Python Online Training: http://bit.ly/3Oubt8M
🌕 Azure Online Training: http://bit.ly/3i4P85F
🔵 GCP Online Training: http://bit.ly/3VkCzS3
🌕 Microservices Online Training: http://bit.ly/3gxYqqv
🔵 Data Science Online Training: http://bit.ly/3V3nLrc
🌕 CEHv12 Online Training: http://bit.ly/3Vhq8Hj
🔵 Angular Online Training: http://bit.ly/3EYcCTe
🔴 𝐄𝐝𝐮𝐫𝐞𝐤𝐚 𝐑𝐨𝐥𝐞-𝐁𝐚𝐬𝐞𝐝 𝐂𝐨𝐮𝐫𝐬𝐞𝐬
🔵 DevOps Engineer Masters Program: http://bit.ly/3Oud9PC
🌕 Cloud Architect Masters Program: http://bit.ly/3OvueZy
🔵 Data Scientist Masters Program: http://bit.ly/3tUAOiT
🌕 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
🌕 Professional Certificate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT
🔵 Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh
🌕 Artificial and Machine Learning PGD with E&ICT Academy
NIT Warangal: http://bit.ly/3OuZ3xs
📌𝐓𝐞𝐥𝐞𝐠𝐫𝐚𝐦: https://t.me/edurekaupdates
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📌𝐂𝐚𝐬𝐭𝐛𝐨𝐱: https://castbox.fm/networks/505?country=IN
📌𝐌𝐞𝐞𝐭𝐮𝐩: https://www.meetup.com/edureka/
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