In this video we go through how to code a simple rnn, gru and lstm example. Focus is on the architecture itself rather than the data etc. and we use the simple MNIST dataset for this example.

People often ask what courses are great for getting into ML/DL and the two I started with is ML and DL specialization both by Andrew Ng. Below you'll find both affiliate and non-affiliate links if you want to check it out. The pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
ML Course (affiliate): https://bit.ly/3qq20Sx
DL Specialization (affiliate): https://bit.ly/30npNrw
ML Course (no affiliate): https://bit.ly/3t8JqA9
DL Specialization (no affiliate): https://bit.ly/3t8JqA9

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PyTorch Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

In this video we go through how to implement a dynamic algorithm for solving the sequence alignment or edit distance problem. This is also referred to as the Needleman Wunsch algorithm, it seems as if this algorithm has quite many names :)

Code repository:

https://github.com/AladdinPerz....on/Algorithms-Collec

I recommend watching the explanation video before watching this implementation:

https://youtu.be/bQ7kRW6zo9Y

Divine AV has finally done it. We Present Divine Extreme Home Cinema - An Actual Home Cinema system brought to life. Divine Audio Visual is based in Frisco, Texas, and is ready to handle your home theater and automation needs.

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www.AvofTomorrow.com Free Nationwide shipping. Email us at divineavinc@gmail for all of your home theater and home automation needs. We can provide a full consultation over the phone and help you choose the correct products for your home. We will work with your installer to ensure the perfect solution. If you are local to DFW, please give us a call for a complimentary in-home consult and/or showroom demo. Thanks.

Music Credit https://www.epidemicsound.com
App Credit - Disney Plus - Owner of Turning Red Official Trailer
Divine AV LLC 2022

Direction By Yatrik
Story By Nihar Ranjan Gupta
Art Direction By Subodh Lal Das
Editing By Amiya Mukhopadhyay
Sound Designing By Satyen Chatterjee
Dialogues & Screenplay By Umanath Bhattacharya

Music By Nachiketa Ghosh
Lyrics By Pulak Bandopadhyay & Shibdas Bandopadhyay
Playback Singing By Arati Mukherjee, Banashree Sengupta and Dinen Chowdhury

Leading Starcast By Uttam Kumar (Double Role), Madhabi Chakraborty, Supriya Chowdhury, Dilip Mukherjee, Kamal Mitra, Asit Baran, Jahar Roy and others.

Synopsis:
An Award Winning film by Yatrik, Chinnapatra has Uttam Kumar in a double role. One is the unruly, rich and spolit brat who's killed on the roadside by his enemies while the other, a good guy, reaches the dead man's house and is compelled to take his place. Interesting twists and turns take place as he tries to fit into the dead man's shoes.

* Yatrik was the screen-name of the trio of directors Tarun Majumdar, Sachin Mukherjee, and Dilip Mukherjee.

* Winner of Bengal Film Journalist Association (BFJA) Award For Best Supporting Actress - Supriya Chowdhury

Released In Theatres In The Year 1972

#ChinnaPatra #UttamKumarMovies #BengaliOldMovies #BengaliClassic #MadhabiMukherjee #MadhabiChakraborty #SupriyaChowdhury #SupriyaDebi #DilipMukherjee #Yatrik #OldBengaliMovie

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This video explains the original GPT model, "Improving Language Understanding by Generative Pre-Training". I think the key takeaways are understanding that they use a new unlabeled text dataset that requires the pre-training language modeling to incorporate longer range context, the way that they format input representations for supervised fine-tuning, and the different NLP tasks this is evaluated on!

Paper Links:
GPT: https://s3-us-west-2.amazonaws.....com/openai-assets/r
DeepMind "A new model and dataset for long range memory": https://deepmind.com/blog/arti....cle/A_new_model_and_
SQuAD: https://rajpurkar.github.io/SQuAD-explorer/explore/v2.0/dev/Oxygen.html?model=BiDAF%20+%20Self%20Attention%20+%20ELMo%20(single%20model)%20(Allen%20Institute%20for%20Artificial%20Intelligence%20[modified%20by%20Stanford])&version=v2.0
MultiNLI: https://www.nyu.edu/projects/bowman/multinli/
RACE: https://arxiv.org/pdf/1704.04683.pdf
Quora Question Pairs: https://www.quora.com/q/quorad....ata/First-Quora-Data
CoLA: https://arxiv.org/pdf/1805.12471.pdf

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This video explores the GPT-2 paper "Language Models are Unsupervised Multitask Learners". The paper has this title because their experiments show how massive language models trained on massive datasets can perform tasks like Question Answering and Translation by carefully formatting them as language modeling inputs.

Paper Links
GPT-2 Paper: https://cdn.openai.com/better-....language-models/lang
AllenNLP GPT-2 Demo: https://demo.allennlp.org/next....-token-lm?text=Joel%
The Illustrated GPT-2: http://jalammar.github.io/illustrated-gpt2/
Combining GPT2 and BERT to make a fake person: https://www.bonkerfield.org/20....20/02/combining-gpt-

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Calm & relaxing piano music you can listen to in the background during your day, during a meditation, reflection, while studying, working, or focusing, letting your thoughts run free, as a soundtrack during your ME time, but also as peaceful music in the evening before going to sleep. Of course also simply to relax and enjoy.

Title: Peaceful Mind | Type: original fantasia piano music session

“Healing the world begins with healing yourself.” ― Anthon St. Maarten

There’s power in calmness, quietness, a well sorted, focused, peaceful mind. There’s beauty in peace, too. On many levels. I chose this title because it’s something I wish for myself. And I don’t want to be selfish. I wish it for you too. I believe in a fast paced, complex, information and items dense, fast-changing, super-connected, always-on world, it’s especially important to cultivate a sense for and methods to achieve a mind state of calm and peace. Interestingly, that's not one of the things I’ve learned in school. But I’m not resentful. I can still research and learn about this important skill, and try implementing it in my life.

You might be already there, or maybe it’s something you want to tackle too?
If yes, what are items that (maybe?) keep your mind rather cluttered, negatively stressed, or attached to ineffective behaviors, items, people, things? Is it worrying about your personal life, about another, about our world, or maybe there’s a specific app or behavior that steals your mind’s and body's energy without making your life actually better? Is there a “too much” coming from your work or your private life, or maybe both? Or is there even an emptiness in your life that’s possibly making the mind un-peaceful? Will be different for different people. I’m not looking for answers to all the above. Maybe you see one thing for yourself that might be worth tackling.

For me, I plan to get rid of some clutter in the coming weeks, get my living and working space a good degree more cleaned up, maybe also clean up business and project related things (though that’s a life task here). But I also want to be there for and with a few of my fellow beings.

Another thing:

Winter arrived in the northern hemisphere. It’s freezing here where I live. A time when nature slows down dramatically. To rest. To save energy for warmer and sunnier times. I’m nature too. Maybe I should slow down during the coming weeks too. Maybe work 50% only? To allow the body and mind to rest and repair? To play? What about you? Do you slow down in winter months? Do you have a work contract that allows you to do less hours in winter months? Or do you do it the other way round, is it even a time for you with boosted productivity, because less things might be possible to be done outdoors because of freezing temps?

This is probably the last tune I share with you this year..
I hope you enjoy the music. Thank you for being here with me this way ☺️
💛 Michael (relaxdaily*)

Thank you also for creating playlists and listening on

🎧 my Apple Music page
https://music.apple.com/artist..../relaxdaily/49454388

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📺 tune into the relaxdaily YouTube channel:
https://www.youtube.com/relaxdaily (tip: tick the notification bell for updates after subbing)

Some popular relaxdaily playlists:

☰ Relaxdaily Piano Music: https://www.youtube.com/playli....st?list=PLOzlQzU-yr6

☰ Relaxdaily Singles:
https://www.youtube.com/playli....st?list=PLAE6EB41B48

☰ Deep Focus: https://www.youtube.com/playli....st?list=PLOzlQzU-yr6


*I’m Michael and I enjoy creating music. I play, compose and record mostly calm and peaceful tunes and share these here on the relaxdaily YouTube channel since 2011.

Music can be much more than just pure entertainment. It can be a meaningful soundtrack that accompanies us through a moment, through a day, a phase, or through life.

Many use my recordings and piano music sessions as background music while reading, doing mind work, to achieve better focus, while studying, while being creative, while coding or designing a product, a service or the world of tomorrow. From your comments I know that my music also works as relaxing music (also stress relief, depression or anxiety dissolving music), spa or yoga music, or to set a calm tone at cafes, bars, lounges, in hotels and restaurants, mostly at a low volume.

This project is not as much about a genre as it is about a feeling. A way of life. With my tunes, I try to take a little heat and speed out of our generally quite busy lives. A soundtrack for you, when you feel the need for a calm and peaceful, light and positive tune, the relaxdaily way.

You can read my artist statement here: https://relaxdaily.net/about

Thank you for following, liking, sharing, commenting on, and supporting the relaxdaily project!

Michael a.k.a. relaxdaily


© music & video (2022) relaxdaily.net

#relaxing #piano #music

Let's make a tribute to Elon Musk! This FreeCodeCamp project will passes all tests and looks stunning. This would be a nice, simple project to add to your portfolio. We learn about sizing images, centering divs, and using great typography.

Thanks for watching and have a great day!

Connect on LinkedIn: https://www.linkedin.com/in/la....ndon-schlangen-a3989

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This Excel Tutorial full course will help you get started with Excel and explore the features it offers. You will take a tour to understand Excel basics and look at how to write functions, sort, and filter data, how to import data and split data into multiple columns, learn about sumif and countif functions and many more functions and formulas available in Microsoft Excel.

Dataset Link - https://drive.google.com/drive..../folders/1SHluFgVDj_

00:00:00 Introduction
00:01:30 MS Excel Basics
00:45:35 Excel Sort and Filter
01:09:11 Function in Excel
01:37:51 Conditional Formatting
01:53:57 Data Validation
02:06:59 Pivot Table and Charts
03:23:52 Data Analysis in Excel
04:11:08 Macros and VBA
05:13:10 Excel Dashboard
06:23:13 Excel Interview Questions

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What is Microsoft Excel?
Excel is one of the best applications available for creating spreadsheets to crunch numbers and dashboard reports and storing and administering data. This software first appeared on the scene in 1987, and since then, it has grown to become one of the most popular software for homes or businesses.

To learn more about excel, check out out the Business Analytics certification course with excel: https://www.simplilearn.com/big-data-and-analytics/business-analytics-certification-training?utm_campaign=ExcelFullCourseOCT10&utm_medium=Description&utm_source=youtube.

About Business Analytics Certification Course with Excel:
Boost your analytics career with powerful new Microsoft® Excel skills by taking this Business Analytics course, which includes training on Power BI. Combined with official business analytics certification, these two commonly used tools will put you on the path to a successful career. This Business Analytics certification course teaches you the basic data analysis and statistics concepts to help data-driven decision-making. This training introduces you to Power BI and delves into the statistical concepts that will help you devise insights from available data to present your findings using executive-level dashboards.

Key Features:
✅ 12 hours of self-paced video
✅ Two hands-on industry-based projects on healthcare and e-commerce
✅ Includes training on business intelligence using Power BI
✅ Eight practical exercises
✅ Lifetime access to self-paced learning

Eligibility:
Business Analytics with Excel is the best course for both beginners and experienced professionals who are inexperienced or have recently entered the analytics field. This Business Analytics online course benefits IT developers and testers, data analysts, junior data scientists, analytics professionals, BI and reporting professionals, project managers, students, and professionals working with data in any industry.

Pre-requisites:
There are no prerequisites for this Business Analytics certification training other than an analytical mindset. However, we do expect the participants to have a basic knowledge of working with Microsoft Excel.

🔥Free Business Analytics with Excel Course - https://www.simplilearn.com/learn-business-analytics-excel-fundamentals-skillup?utm_campaign=ExcelFullCourseOCT10&utm_medium=Description&utm_source=youtube

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This "CNN tutorial for beginners" by Simplilearn will take you through the concept of CNN and why we use it. This CNN tutorial python explains Conventional Neural Network with a suitable example. In addition, we will use the MNIST dataset to demonstrate the concept of Conventional Neural Networks in image classification. Below are the topics we are covering in this CNN tutorial for beginners.

00:00 CNN tutorial for beginners
01:38 What is CNN?
03:18 How does CNN recognize images?
04:06 Layers in CNN
04:25 Convolution Layer
04:53 ReLU Layer
05:37 Pooling Layer
06:21 Structure of CNN
07:12 How exactly does CNN recognize an image
08:05 Hands-on lab Demo

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What is CNN

A convolutional neural network is a feed-forward neural network that is generally used to analyze visual images by processing data with grid-like topology. It’s also known as ConvNet. A convolutional neural network is used to detect and classify objects in an image.

Layers in a Convolutional Neural Network

A convolution neural network has multiple hidden layers that help in extracting information from an image. The three important layers in CNN are:

Convolution layer:- This is the first step in the process of extracting valuable features from an image. A convolution layer has several filters that perform the convolution operation. Every image is considered a matrix of pixel values.

ReLU layer:- ReLU stands for the rectified linear unit. Once the feature maps are extracted, the next step is to move them to a ReLU layer.
ReLU performs an element-wise operation and sets all the negative pixels to 0. It introduces non-linearity to the network, and the generated output is a rectified feature map.

Pooling layer:- Pooling is a down-sampling operation that reduces the dimensionality of the feature map. The rectified feature map now goes through a pooling layer to generate a pooled feature map.

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#CNN #ConventionalNeuralNetwork #CNNTutorial #CNNTutorialForBeginners #DeepLearning #DeepLearningTutorial #Datasciencecourse #DataScience #SimplilearnMachineLearning #DeepLearningCourse #Simplilearn

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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.

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- Recommendation Systems
- Ensemble Learning
- NumPy

👉Learn More at: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=10March2023CNNTutorialforBeginners&utm_medium=Description&utm_source=youtube
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