Home page: https://www.3blue1brown.com/
Brought to you by you: http://3b1b.co/nn2-thanks
And by Amplify Partners.

For any early stage ML startup founders, Amplify Partners would love to hear from you via 3blue1brown@amplifypartners.com

To learn more, I highly recommend the book by Michael Nielsen
http://neuralnetworksanddeeplearning.com/
The book walks through the code behind the example in these videos, which you can find here:
https://github.com/mnielsen/ne....ural-networks-and-de

MNIST database:
http://yann.lecun.com/exdb/mnist/

Also check out Chris Olah's blog:
http://colah.github.io/
His post on Neural networks and topology is particular beautiful, but honestly all of the stuff there is great.

And if you like that, you'll *love* the publications at distill:
https://distill.pub/

For more videos, Welch Labs also has some great series on machine learning:
https://youtu.be/i8D90DkCLhI
https://youtu.be/bxe2T-V8XRs

"But I've already voraciously consumed Nielsen's, Olah's and Welch's works", I hear you say. Well well, look at you then. That being the case, I might recommend that you continue on with the book "Deep Learning" by Goodfellow, Bengio, and Courville.

Thanks to Lisha Li (@lishali88) for her contributions at the end, and for letting me pick her brain so much about the material. Here are the articles she referenced at the end:
https://arxiv.org/abs/1611.03530
https://arxiv.org/abs/1706.05394
https://arxiv.org/abs/1412.0233

Music by Vincent Rubinetti:
https://vincerubinetti.bandcam....p.com/album/the-musi

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

3blue1brown is a channel about animating math, in all senses of the word animate. And you know the drill with YouTube, if you want to stay posted on new videos, subscribe, and click the bell to receive notifications (if you're into that).

If you are new to this channel and want to see more, a good place to start is this playlist: http://3b1b.co/recommended

Various social media stuffs:
Website: https://www.3blue1brown.com
Twitter: https://twitter.com/3Blue1Brown
Patreon: https://patreon.com/3blue1brown
Facebook: https://www.facebook.com/3blue1brown
Reddit: https://www.reddit.com/r/3Blue1Brown

What's actually happening to a neural network as it learns?
Next video: https://youtu.be/tIeHLnjs5U8
Brought to you by you: http://3b1b.co/nn3-thanks
And by CrowdFlower: http://3b1b.co/crowdflower
Home page: https://www.3blue1brown.com/

The following video is sort of an appendix to this one. The main goal with the follow-on video is to show the connection between the visual walkthrough here, and the representation of these "nudges" in terms of partial derivatives that you will find when reading about backpropagation in other resources, like Michael Nielsen's book or Chis Olah's blog.

Watch us come OUT OF OUR COMFORT ZONES and learn how to dance from dancing professionals Maddie and Kenzie Ziegler. We must learn and master a choreographed dance routine in only 48 hours before performing it in front of qualified dance judges. INTENSITY WARNING!

Maddie's Channel - https://www.youtube.com/channe....l/UCTn6eUt2dRO_iaH_q
Maddie's Instagram - https://www.instagram.com/maddieziegler/?hl=en

Kenzie's Channel - https://www.youtube.com/channe....l/UC8AyTVmO6GWOrZHka
Kenzie's Instagram - https://www.instagram.com/kenzie/?hl=en

Animation By - https://www.youtube.com/user/danababy1997/videos

SUBSCRIBE - https://www.youtube.com/user/TheDolan...

Last Week's Video - https://www.youtube.com/watch?v=r071nVMlTKw&t=1248s

Merch - https://dolantwins.com

Ethan’s Stuff

INSTAGRAM - https://instagram.com/ethandolan/
TWITTER - https://twitter.com/EthanDolan
SNAPCHAT - EthanDolan

Grayson’s Things

INSTAGRAM - https://instagram.com/graysondolan/
TWITTER - https://twitter.com/GraysonDolan
SNAPCHAT - GraysonDolan

Home page: https://www.3blue1brown.com/
Brought to you by you: http://3b1b.co/nn1-thanks
Additional funding provided by Amplify Partners

For any early-stage ML entrepreneurs, Amplify would love to hear from you: 3blue1brown@amplifypartners.com

Full playlist: http://3b1b.co/neural-networks

Typo correction: At 14:45, the last index on the bias vector is n, when it's supposed to in fact be a k. Thanks for the sharp eyes that caught that!

For those who want to learn more, I highly recommend the book by Michael Nielsen introducing neural networks and deep learning: https://goo.gl/Zmczdy

There are two neat things about this book. First, it's available for free, so consider joining me in making a donation Nielsen's way if you get something out of it. And second, it's centered around walking through some code and data which you can download yourself, and which covers the same example that I introduce in this video. Yay for active learning!
https://github.com/mnielsen/ne....ural-networks-and-de

I also highly recommend Chris Olah's blog: http://colah.github.io/

For more videos, Welch Labs also has some great series on machine learning:
https://youtu.be/i8D90DkCLhI
https://youtu.be/bxe2T-V8XRs

For those of you looking to go *even* deeper, check out the text "Deep Learning" by Goodfellow, Bengio, and Courville.

Also, the publication Distill is just utterly beautiful: https://distill.pub/

Lion photo by Kevin Pluck

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Animations largely made using manim, a scrappy open source python library. https://github.com/3b1b/manim

If you want to check it out, I feel compelled to warn you that it's not the most well-documented tool, and has many other quirks you might expect in a library someone wrote with only their own use in mind.

Music by Vincent Rubinetti.
Download the music on Bandcamp:
https://vincerubinetti.bandcam....p.com/album/the-musi

Stream the music on Spotify:
https://open.spotify.com/album..../1dVyjwS8FBqXhRunaG5

If you want to contribute translated subtitles or to help review those that have already been made by others and need approval, you can click the gear icon in the video and go to subtitles/cc, then "add subtitles/cc". I really appreciate those who do this, as it helps make the lessons accessible to more people.
------------------

3blue1brown is a channel about animating math, in all senses of the word animate. And you know the drill with YouTube, if you want to stay posted on new videos, subscribe, and click the bell to receive notifications (if you're into that).

If you are new to this channel and want to see more, a good place to start is this playlist: http://3b1b.co/recommended

Various social media stuffs:
Website: https://www.3blue1brown.com
Twitter: https://twitter.com/3Blue1Brown
Patreon: https://patreon.com/3blue1brown
Facebook: https://www.facebook.com/3blue1brown
Reddit: https://www.reddit.com/r/3Blue1Brown

Godfather of artificial intelligence Geoffrey Hinton gives an overview of the foundations of deep learning. In this talk, Hinton breaks down the advances of neural networks, as applied to speech and object recognition, image segmentation and reading or generating natural written language.

For more info visit:
Website: http://elevatetechfest.com
Twitter: @elevatetechfest
Facebook: @elevatetechfest
Instagram: @elevatetechfest

E-Learning untuk Pembelajaran yang Lebih Efektif dan Efisien

Learn about the differences between deep learning and machine learning in this MATLAB® Tech Talk.
- MATLAB for Deep Learning: http://bit.ly/2Dl0jm4

Walk through several examples, and learn how to decide which method to use.
Learn more about Deep Learning: https://goo.gl/F8tBZi
Download a trial: https://goo.gl/PSa78r

The video outlines the specific workflow for solving a machine learning problem.

The video also outlines the differing requirements for machine learning and deep learning. You’ll learn about the key questions to ask before deciding between machine learning and deep learning.

The choice between machine learning or deep learning depends on your data and the problem you’re trying to solve. MATLAB can help you with both of these techniques – either separately or as a combined approach.

Why Machine Learning is The Future? | Sundar Pichai Talks About Machine Learning
https://acadgild.com/big-data/deep-learning-course-training-certification?aff_id=6003&source=youtube&account=5cFUZ03Sbhc&campaign=youtube_channel&utm_source=youtube&utm_medium=sundarpichai&utm_campaign=youtube_channel
It is 2017 and one technology which is expected to bring in a sea of innovation is Machine Learning. Be it the day to day life or high-end sophisticated innovation, the world is slowly but surely moving forward to become more Machine Learning reliant. Products of the Internet giant like Google or Facebook are heavily embedded around Machine Learning. "We are making a big bet on machine learning and artificial intelligence. Advancement in machine learning will make a big difference in many many fields.", the Google CEO, Sundar Pichai said at IIT Kharagpur pointing out how effectively computers recognize image, voice or speech.

For more updates on courses and tips follow us on:
Facebook: https://www.facebook.com/acadgild
Twitter: https://twitter.com/acadgild
LinkedIn: https://www.linkedin.com/company/acadgild

Searching a image when you know the name is possible.
But if you want to search for a name if you have only image or logo then what ?
Google has a feature called google goggle.
This feature helps you detect the name of the logo.
This software works on Artificial Intelligence.

Trainer: Navin Reddy

Editing Monitors :
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Editing Laptop :
ASUS ROG Strix - (new version) https://amzn.to/2RhumwO

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Check out our website: http://www.telusko.com

Follow Telusko on Twitter: https://twitter.com/navinreddy20

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Subscribe to our other channel:
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Subscribe to the channel and learn Programming in easy way.

Java Tutorial for Beginners : https://goo.gl/p10QfB

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Socket Programming in Java : https://goo.gl/jlMEbg

Exception Handling in Java : https://goo.gl/N4NbAW

Regards,
Navin Reddy

Но лучшим подарком к празднику для наших учителей, по-прежнему, остаются хорошие оценки учеников и новые учебные корпуса, которые в последние годы растут по всей республике. Вот и в Зеленчукском районе, в рамках реализации нацпроекта «Образование» и программы по ликвидации двухсменного обучения, было принято решение о строительстве новой пристройки к действующей станичной школе имени Леонова. Наша съемочная группа отправилась туда, чтобы узнать, каким видят свой новый корпус ученики и учителя станицы Зеленчукской.

Подписывайтесь на наc в социальных сетях:
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Twitter: http://twitter.com/arkhyz24

Here's a quick slideshow I created for a class. If you found it helpful, let me know in the comments and maybe I'll create a few more like this.

Demis Hassabis, Co-Founder & CEO, DeepMind
Talk at MIT + Center for Brains, Minds, & Machines | 2019

Abstract: Demis Hassabis will discuss the capabilities and power of self-learning systems. He will illustrate this with reference to some of DeepMind's recent breakthroughs, including the AlphaZero, AlphaStar and AlphaFold systems, and talk about the implications of cutting-edge AI research for scientific and philosophical discovery.

*See my latest video, ENGLISH VOCABULARY: DRIVING → https://youtu.be/Qomnr1EoqT4 *

If you’re learning English and looking specifically for how to learn English speaking, here I give you an in-depth tutorial. Spoken English is a skill that students learn alongside of their more traditional studies. In this video I take you through one of my one-of-a-kind Ben Franklin exercises. We’ll use a movie clip to do a thorough analysis of the spoken English used and I’ll show you how to improve your spoken English as we go. I’ve developed this process for learning English over the last 10 years and my students have always loved it! If you’re looking for a fun and unique approach for learning English I think you’ll benefit greatly. Helping English students learn how to improve their English has been my passion for years and I’m excited to help you!

Sign up for Rachel's FREE 10-day mini-course in Accent Reduction and mailing list: http://www.RachelsEnglish.com/newsletter

New to Rachel's English? Where to Start Playlist: https://www.youtube.com/playli....st?list=PLrqHrGoMJdT

Get Rachel's Book: http://RachelsEnglish.com/book
SUBSCRIBE!: http://bit.ly/RE_sub,
Fan! http://bit.ly/RE_FB
Follow! http://www.twitter.com/Rachels_English

Improve your American Accent / spoken English at Rachel's English with video-based lessons and exercises. Rachel uses real life English conversation as the basis for teaching how to speak English and how to sound American -- improve listening comprehension skills. Study English vocabulary and English phrases such as phrasal verbs, as well as common expressions in English. Learn American idioms and American slang.

Cải thiện nói tiếng Anh Mỹ / 改善美式英語的發音 / 미국 영어 발음 향상 / アメリカ英語の話し言葉のアクセントを向上させる / Улучшение произношения американского английского языка / Meningkatkan berbicara bahasa Inggris Amerika / Melhore sua pronúncia do inglês americano / Mejora tu pronunciación en Inglés Americano / बात अमेरिकी अंग्रेजी में सुधार تحسين لهجتك الأمريكية الإنجليزية / שפר את המבטא האמריקאי שלך / Améliorez votre prononciation en anglais américain / Migliora la tua pronuncia in inglese americano

...with Rachel's English!

Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML

A friendly introduction to the main algorithms of Machine Learning with examples.
No previous knowledge required.

0:05 What is Machine Learning? Humans learn from past experiences, computers learn from previous data.
2:25 Linear Regression: Finding the line that works best between a given set of points.
4:10 Gradient Descent : Square of error minimization to get best line fit
6:20 Detecting Spam e-mails with Naive Bayes Algorithm
10:35 Decision Tree
13:20 Logistic Regression
17:00 Neural network as a logistic regression set intersection
18:50 Support Vector Machine with linear optimization
20:05 Kernel trick: planes for curves and vice-versa
26:00 K-Means clustering
28:30 Hierarchical Clustering
29:40 Summary
(Thanks to Nick Kartha for breaking down the topics!)

If you like this, there's an extended version in this playlist:
https://www.youtube.com/playli....st?list=PLAwxTw4SYaP

We've had a lot of you guys requesting more affordable project boat tours, and this one definitely qualifies. The Bayfield 36 is a great boat model for a couple to own, refit, and cruise aboard. It's a cutter-rigged, full-keeled, go-anywhere bluewater cruiser at a realistic price point, and it has a bath tub! We love the design, but our two biggest complaints are engine access and the location of the chart table. No boat is perfect though, so we still believe the positives outweigh the negatives and it's a great boat for the money.

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Sailing Soulianis' Boat Buying Dashboard:

http://sailingsoulianis.com/sh....op/ltl-boat-buying-d


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Asking price: $24,500

You can find more information along with the broker's contact info here:

https://www.yachtworld.com/boa....ts/1988/bayfield-36-

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Please consider joining our Patreon crew:
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Learning the Lines is a channel about us, an average couple in our 20's, with big dreams to be sailing the world by the time we're in our 30's. We're not afraid to jump into anything, put in the work, and learn as we go. For this reason our channel is very DIY focused, with the goal to show anyone watching that a lot is possible if you're not afraid to make some mistakes along the way.

Please leave a like and comment if you've enjoyed the video, and subscribe if you haven't already.

For More information Please visit
https://www.appliedaicourse.com

AI deep learning expert and University of Montreal Professor Yoshua Bengio talks about deep learning—what it is, how it got there, where it’s going, and how you can learn more about it. He discusses the latest in neural nets, unsupervised learning, generative adversarial networks, soft attention, optimization, and more.

See more on this video at https://www.microsoft.com/en-u....s/research/event/fac

Enroll in the course for free at: https://bigdatauniversity.com/....courses/machine-lear

Machine Learning can be an incredibly beneficial tool to uncover hidden insights and predict future trends.

This free Machine Learning with Python course will give you all the tools you need to get started with supervised and unsupervised learning.

This Machine Learning with Python course dives into the basics of machine learning using an approachable, and well-known, programming language. You'll learn about Supervised vs Unsupervised Learning, look into how Statistical Modeling relates to Machine Learning, and do a comparison of each.

Look at real-life examples of Machine learning and how it affects society in ways you may not have guessed!

Explore many algorithms and models:

Popular algorithms: Classification, Regression, Clustering, and Dimensional Reduction.

Popular models: Train/Test Split, Root Mean Squared Error, and Random Forests.

Get ready to do more learning than your machine!

Connect with Big Data University:
https://www.facebook.com/bigdatauniversity
https://twitter.com/bigdatau
https://www.linkedin.com/groups/4060416/profile

ABOUT THIS COURSE
•This course is free.
•It is self-paced.
•It can be taken at any time.
•It can be audited as many times as you wish.

https://bigdatauniversity.com/....courses/machine-lear

The only barrier to learning a language is memory. - The process of language learning is the process of forming memories. Nothing more, nothing less. If you understand that, and you understand how memories are formed, then you can make progress in a way you've never dreamed possible before. Gabriel Wyner is an author, opera singer and polyglot based in Chicago. After reaching fluency in German in 14 weeks with the help of the immersive Middlebury Language Schools, he fell in love with the process of language learning, going on to spend two months in intensive Italian courses in Perugia, Italy. Searching for ways to bring the immersion experience into the home, he began to develop a system that rapidly builds fluency in short, daily sessions. In 2010, his efforts paid off. He learned French to fluency in 5 months, and then Russian in 10 months.

Born in Los Angeles, he graduated summa cum laude in 2007 from the University of Southern California with dual degrees in Mechanical Engineering and Vocal Arts Performance, and was awarded the Renaissance Scholar’s prize for excellence in unrelated disciplines. He then moved to Vienna to pursue triple Master’s degrees at the Konservatorium Wien in Opera, Lieder and Voice, and graduated with honors in 2011.

Currently learning Japanese, he's learned Hungarian and Spanish over the last few years. His book on language learning – Fluent Forever: How to learn any language fast and never forget it – was published on August 5, 2014 (Harmony/Random House). His most recent project has been the development of a new language learning tool, which became the most successful Kickstarter for an app in history in September of 2017. This talk was given at a TEDx event using the TED conference format but independently organized by a local community. Learn more at https://www.ted.com/tedx

It took a life-threatening condition to jolt chemistry teacher Ramsey Musallam out of ten years of "pseudo-teaching" to understand the true role of the educator: to cultivate curiosity. In a fun and personal talk, Musallam gives 3 rules to spark imagination and learning, and get students excited about how the world works.

TEDTalks is a daily video podcast of the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or less). Look for talks on Technology, Entertainment and Design -- plus science, business, global issues, the arts and much more.
Find closed captions and translated subtitles in many languages at http://www.ted.com/translate

Follow TED news on Twitter: http://www.twitter.com/tednews
Like TED on Facebook: https://www.facebook.com/TED

Subscribe to our channel: http://www.youtube.com/user/TEDtalksDirector

A high-level overview of common, basic Machine Learning algorithms by Robert Hryniewicz (@RobHryniewicz).
Thanks for watching and make sure to subscribe! More videos coming soon!

Linear Regression - Machine Learning Fun and Easy
►FREE YOLO GIFT - http://augmentedstartups.info/yolofreegiftsp

►KERAS Course - https://www.udemy.com/machine-....learning-fun-and-eas

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Hi and welcome to a new lecture in the Fun and Easy Machine Learning Series. Today I’ll be talking about Linear Regression. We show you also how implement a linear regression in excel

Linear regression attempts to model the relationship between two variables by fitting a linear equation to observed data. One variable is considered to be an explanatory variable, and the other is considered to be a dependent variable.

Dependent Variable – Variable who’s values we want to explain or forecast
Independent or explanatory Variable that Explains the other variable. Values are independent.

Dependent variable can be denoted as y, so imagine a child always asking y is he dependent on his parents.
And then you can imagine the X as your ex boyfriend/girlfriend who is independent because they don’t need or depend on you. A good way to remember it. Anyways

Used for 2 Applications
To Establish if there is a relation between 2 variables or see if there is statistically signification relationship between the two variables-

• To see how increase in sin tax has an effect on how many cigarettes packs are consumed
• Sleep hours vs test scores
• Experience vs Salary
• Pokemon vs Urban Density
• House floor area vs House price
Forecast new observations – Can use what we know to forecast unobserved values
Here are some other examples of ways that linear regression can be applied.

• So say the sales of ROI of Fidget spinners over time.
• Stock price over time
• Predict price of Bitcoin over time.
Linear Regression is also known as the line of best fit


The line of best fit can be represented by the linear equation y = a + bx or y = mx + b or y = b0+b1x
You most likely learnt this in school.


So b is is the intercept, if you increase this variable, your intercept moves up or down along the y axis.
M is your slope or gradient, if you change this, then your line rotates along the intercept.


Data is actually a series of x and y observations as shown on this scatter plot. They do not follow a straight line however they do follow a linear pattern hence the term linear regression
Assuming we already have the best fit line, We can calculate the error term Epsilon. Also known as the Residual. And this is the term that we would like to minimize along all the points in the data series.
So say if we have our linear equation but also represented in statisitical notation. The residual fit in to our equation as shown y = b0+b1x + e


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Listen To English Conversation. Improve your English by listening to this English Conversation video. This video uses powerful binaural beats and sleep learning technology to help you improve your English speaking ability. It will help you recognise familiar words and teach you how basic English sentences are formed and used. It will also help you learn by totally immersing you in the English language which is proving to be hugely popular and successful. This audio features multiple dialogues of every day English conversation. This video uses advanced binaural beats to help you learn and recognise new words, as well as reinforcing English words you already know and helping you establish how these words are used in general every day conversation.

★How To Use Most Successfully★
- Listen to this video with headphones.
- Listen to this video as you are going to sleep
- Try and clear your mind of all other thoughts
- Repeat the sentences and words out loud if possible
- Visualise the sentences in your head.
- Leave on as you fall asleep
- Repeat the sentences you remember throughout your day
- Try and use parts of the conversation in your daily life
- Do this for 30 days to see massive results

★Video Description★:

This English Conversation video is designed specifically to help you learn English. Listening to English conversation and hearing English conversation being spoken is proving to be an extremely popular learning method, as it is a great way of immersing yourself in a language you are trying to learn. It is great for helping you learn new English words, but more importantly recognising how certain words you have learnt are used in sentences, and in general English conservation. The brain does have the ability to absorb information whilst you’re asleep, as you may know from experience when real sounds from reality have entered your dream and woke you up. This works under a similar principle however the binaural beats ensure you are not woken up and that it is only the learning part of your brain that is listening to the video. Your brain has an optimal frequency for learning, (when you are totally focussed and absorb information easily), your brain also has a perfect frequency for remembering newly processed information and finally there is a frequency of the brain that allows your subconscious to absorb information whilst you sleep. When you then understand that binaural beats can put your brain at any frequency you want, it then becomes clear how this actually works. You are using binaural beats to basically get the most out of your brain.

★Main Features★:

- English Conversation
In this video we use every day English conversation. It uses daily/ typical conversations between 2 English speaking people. This is a great way to help familiarise yourself with the English language and give you a good chance to learn and remember new English words. We use typical English conversation which is suitable for all levels of English speakers, from beginner through to advanced.
This will obviously help with studying for exams like, SAT, IELTS, TOEFL and Cambridge CAE and CPE. This video is great for helping you improve you own English speaking ability and perhaps identify how to use certain words and English phrases you are already familiar with and not quite sure how to use correctly.

- Binaural Beats:
Binaural beats used are: Theta 8.0 Hz, Delta 4.0 Hz, Delta 3.0 Hz. These binaural beats are claimed to improve learning, encourage sleep learning, improve our ability to remember specific places and finally to improve memory and help process newly absorbed information. The combination of these 3 specific frequencies is hugely powerful. There are played in the correct order allowing for complete processing, understanding and most importantly memorising.

- Soothing Music:
Soothing background music, there is some very soft music playing in the background just to distract from the sounds of the binaural beats and to ensure you are not distracted from the words you are learning.

- Subtitles:
Subtitles have been included in this English video due to popular demand.

- HD Images:
The images are there as a nice background, only 1 image is used as not to drain your battery or cause any buffering issues, we realise in this video actual images aren’t that important as it is more about what is being said than what you can see.

Warning:
Please remember first and foremost Theta/Delta waves are associated with sleep like states, so it is not advisable to use this video whilst driving.

Credits:
Adrift by Christopher Lloyd Clarke. http://www.christopherlloydclarke.com.

What is LinkedIn Learning? How good is it? Is it worth the cost? What's all included on the platform? I'll be answering these questions and showing you how to use LinkedIn Learning in this video.

I've spent over 20+ hours on the platform now and have a lot to say about it. Press play to find out if lynda.com is right for you.