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NEW Deep Learning Course: Advanced NLP and RNNs

May 1, 2018

nlp3

Over the past year, many of you have been asking for a followup on my RNN and Deep NLP courses. I am glad to announce that today, that course is here.

Deep Learning: Advanced NLP and RNNs

I decided to combine both NLP (natural language processing) and RNNs (recurrent neural networks) because these topics are so intertwined it’s almost impossible to talk about one without the other.

In recent years, a few ideas have started to bubble up and have shown themselves to be truly useful, and in this course, I bring those ideas to you.

Let’s start with the applications:

1. I’ve been asked quite a few times about how to do classification when each input can have multiple labels assigned to it. We will do a text classification problem that has data exactly like this.

2. Neural machine translation. One of the most popular applications of Deep NLP. We can’t not do this.

3. Question answering. You can think of this as “reading comprehension”. Can an AI read a story and answer a question about it? Facebook Research made this popular with their bAbI dataset.

4. Speech recognition (see below).

 
As you know I like to take an abstract view of machine learning. We know that all of the techniques for these applications can be used for yet more applications without any change in code because the “data is the same”. For example, a spam detection dataset looks no different than a sentiment analysis dataset.

In the same vein, neural machine translation is no different from simple versions of question answering and chatbots. So you are really learning how to do all of these things at the same time.

We will of course get a chance to review basics such as LSTMs, GRUs, language modeling, word embeddings, and so forth.

What techniques will we cover? These techniques are what have helped RNNs really work well for NLP in the recent past:

1. Bidirectional RNNs

bidirectional
2. Sequence-to-sequence models (seq2seq)

seq2seq
3. Attention

attn
4. Memory networks

memnet

So, if you’ve already heard about these and you wanted to learn about them – I hope you are excited!

 

 

THERE’S MORE:

This course is NOT just about RNNs but CNNs (convolutional neural networks) as well. This is an advanced course – ALL deep learning is fair game.

Early in the course, you’ll see how we can apply CNNs to text.

You will see that we get results on-par with LSTMs and GRUs.

That’s already pretty neat.

But there’s still more.

If you’re reading this, you automatically get access to the VIP version of the course, which contains EVEN MORE material.

For the first time, I’m releasing a course exclusively on https://deeplearningcourses.com

This course will appear on other sites in the future but you will NOT get the VIP version from those sites.

What’s in the VIP bonus?

It’s basically like an entirely new section of the course.

We will be looking at a topic I’ve wanted to cover for a long time: speech recognition.

audio

Unlike the usual type of NLP stuff which focuses on text, speech recognition focuses on audio.

Text is neat and formatted. When you type the word “the” it’s the same as if I type the word “the”.

The same cannot be said for audio. When you say “the” it sounds different from when I say “the”.

Audio is a real-world, physical signal like images are.

In that sense, speech recognition is more like computer vision.

In fact, you’ll see how we can apply CNNs to this task as well.

I love this section of the course because we get to dive into some very cool, never-before-seen material in order to do speech processing – namely time-series techniques such as the Fourier transform.

Screen Shot 2018-05-01 at 1.19.20 AM

You’ll even get a brief glimpse into how the Fourier transform is related to quantum mechanics and Heisenberg’s uncertainty principle!

Enough talk. Get the course here:

Deep Learning: Advanced NLP and RNNs
https://deeplearningcourses.com/c/deep-learning-advanced-nlp

NOTES:

1. As usual, if you purchase the course on deeplearningcourses.com and you’d like access on Udemy as well, I will do that for you once the course is released there.

2. I’ve made a lot of updates to deeplearningcourses.com recently, so hopefully you find them useful! Always happy to consider feature requests.

3. I recently moved deeplearningcourses.com to a shiny new server, so if you have any problems, please let me know. Everything seems to be running smoothly so far!

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Deep Learning Spring Sale! Udemy Coupons $10.99

April 11, 2018

ALL Courses on Udemy $10.99

April 2018

Grab these courses before these sales go away

I’m hard at work at my next course, so guess what that means? Everything on sale!

For the next 5 days, ALL courses on Udemy (not just mine) are available for just $10.99!

For my courses, please use the coupons below (included in the links), or if you want, enter the coupon code: APR2018.

For prerequisite courses (math, stats, Python programming) and all other courses, follow the links at the bottom.

linear

https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=APR2018

log

https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=APR2018

deep1

https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=APR2018

nlp

https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=APR2018

deep2
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=APR2018

sql

https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=APR2018

cnn

https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=APR2018

cluster

https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=APR2018

udeep

https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=APR2018

hmm

https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=APR2018

rnn

https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=APR2018

deepnlp

https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=APR2018

super

https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=APR2018

bayes

https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=APR2018

ensemble

https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=APR2018

rl

https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=APR2018

deeprl

https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=APR2018

gan

https://www.udemy.com/deep-learning-gans-and-variational-autoencoders/?couponCode=APR2018

cvhttps://www.udemy.com/advanced-computer-vision/?couponCode=APR2018

 

PREREQUISITE COURSE COUPONS

And just as important, $10.99 coupons for some helpful prerequisite courses. You NEED to know this stuff to understand machine learning in-depth:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

 

OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

iOS courses:
https://lazyprogrammer.me/ios

Android courses:
https://lazyprogrammer.me/android

Ruby on Rails courses:
https://lazyprogrammer.me/ruby-on-rails

Python courses:
https://lazyprogrammer.me/python

Big Data (Spark + Hadoop) courses:
https://lazyprogrammer.me/big-data-hadoop-spark-sql

Javascript, ReactJS, AngularJS courses:
https://lazyprogrammer.me/js

 

EVEN MORE COOL STUFF

Into Yoga in your spare time? Photography? Painting? There are courses, and I’ve got coupons! If you find a course on Udemy that you’d like a coupon for, just let me know and I’ll hook you up!

Go to comments


ALL Courses on Udemy $10 Again!

December 19, 2017

Big Surprise!

Earlier this week, I mentioned Udemy was doing a promotion on Tech courses only (if you were signed up for my newsletter you would have gotten the announcement). I’ve just heard news that they’ve opened up the $10 sale to ALL courses for the next 3 days only!

What this means: All my courses will continue to be on sale for $10 (just click the below links). But in addition, you can find other courses (including calculus and probability prerequisites) for $10 too!

With some time off, now is the PERFECT time to catch up on your deep learning / machine learning / data science skills. It’s almost 2018 and AI is rising faster than ever.

What better way than to grab all the deep learning courses you’ll ever want to take, for just $10?

Don’t forget, this is the LOWEST possible price on Udemy – get these courses NOW. We really don’t know when the next big sale is going to be.

If you want to type in the coupon code manually, it’s: WINTER2017 (remember, this is only for my courses). However, the coupon codes are included automatically in the links below.

This sale lasts until Dec. 21 (3 days). Don’t wait!

linear

https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=WINTER2017

log

https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=WINTER2017

 

deep1

https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=WINTER2017

 

nlp

https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=WINTER2017

 

deep2

https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=WINTER2017

 

sql

https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=WINTER2017

 

cnn

https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=WINTER2017

 

cluster

https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=WINTER2017

 

udeep

https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=WINTER2017

 

hmm

https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=WINTER2017

 

rnn

https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=WINTER2017

 

deepnlp

https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=WINTER2017

 

super

https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=WINTER2017

 

bayes

https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=WINTER2017

 

ensemble

https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=WINTER2017

 

rl

https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=WINTER2017

 

deeprl

https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=WINTER2017

 

gan

https://www.udemy.com/deep-learning-gans-and-variational-autoencoders/?couponCode=WINTER2017

 

PREREQUISITE COURSE COUPONS

And just as important, $10 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

 
OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

iOS courses:
https://lazyprogrammer.me/ios

Android courses:
https://lazyprogrammer.me/android

Ruby on Rails courses:
https://lazyprogrammer.me/ruby-on-rails

Python courses:
https://lazyprogrammer.me/python

Big Data (Spark + Hadoop) courses:
https://lazyprogrammer.me/big-data-hadoop-spark-sql

Javascript, ReactJS, AngularJS courses:
https://lazyprogrammer.me/js

 

 

EVEN MORE COOL STUFF

Into Yoga in your spare time? Photography? Painting? There are courses, and I’ve got coupons! If you find a course on Udemy that you’d like a coupon for, just let me know and I’ll hook you up!
Remember, these links will self-destruct on December 21 (3 days). Act NOW!

Go to comments


Deep Learning BLACK FRIDAY SALE – Everything $10

November 16, 2017

A lot of you have been asking me… “When is the $10 sale coming back?”

And as you know, I share the news as soon as I find out – so here it is.

Black Friday is THE BIGGEST SALE OF THE YEAR.

This is the lowest price possible on Udemy.

I always make sure to mention to everyone: grab everything while you can because we just don’t know when the next big sale is going to be!

Don’t get stuck for months wondering… “When is the next $10 sale coming back?” Just get everything now! (Even if you don’t plan on taking the course for some time.)

Enough babbling, let’s get to the coupons. Remember: there’s no need to type in the coupon code manually – I’ve already provided the links so all you need to do is click and add to cart!

But just in case you’re curious – the coupon code is BLACKFRIDAY2017.

Also, make sure you scroll down to the bottom for some important updates.

linear

https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=BLACKFRIDAY2017

log

https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=BLACKFRIDAY2017

 

deep1

https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=BLACKFRIDAY2017

 

nlp

https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=BLACKFRIDAY2017

 

deep2

https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=BLACKFRIDAY2017

 

sql

https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=BLACKFRIDAY2017

 

cnn

https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=BLACKFRIDAY2017

 

cluster

https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=BLACKFRIDAY2017

 

udeep

https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=BLACKFRIDAY2017

 

hmm

https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=BLACKFRIDAY2017

 

rnn

https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=BLACKFRIDAY2017

 

deepnlp

https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=BLACKFRIDAY2017

 

super

https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=BLACKFRIDAY2017

 

bayes

https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=BLACKFRIDAY2017

 

ensemble

https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=BLACKFRIDAY2017

 

rl

https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=BLACKFRIDAY2017

 

deeprl

https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=BLACKFRIDAY2017

 

gan

https://www.udemy.com/deep-learning-gans-and-variational-autoencoders/?couponCode=BLACKFRIDAY2017

 

 

 

MODERN DEEP LEARNING IN PYTHON VIP VERSION

In my last post, I relaunched my course “Modern Deep Learning in Python” which has more than doubled in size since its inception. Along with this re-release I offered a special VIP version of the course where you get a free 28-page tutorial on Tensorflow’s new Estimator API.

As mentioned, this deal is not going to last. In fact, 24 hours from now, it will be GONE FOREVER. Remember: you MUST use the VIP coupon to get the VIP material.

 

 

PREREQUISITE COURSE COUPONS

And just as important, $10 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

 
OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

And I’ve got sales for everything:

iOS courses:
https://lazyprogrammer.me/ios

Android courses:
https://lazyprogrammer.me/android

Ruby on Rails courses:
https://lazyprogrammer.me/ruby-on-rails

Python courses:
https://lazyprogrammer.me/python

Big Data (Spark + Hadoop) courses:
https://lazyprogrammer.me/big-data-hadoop-spark-sql

Javascript, ReactJS, AngularJS courses:
https://lazyprogrammer.me/js

 

EVEN MORE COOL STUFF

Into Yoga in your spare time? Photography? Painting? There are courses, and I’ve got coupons! If you find a course on Udemy that you’d like a coupon for, just let me know and I’ll hook you up!
Remember, these links will self-destruct on November 28 (13 days). Act NOW!

Go to comments


Deep Learning Halloween SALE! 90% OFF ALL Udemy Courses

October 29, 2017

Huge updates ahead

I’ve been really busy adding tons of free updates to my existing courses. You can scroll down to the very bottom to see what they are. But in the mean time we are going to do another HUGE sale. ALL courses on Udemy are now $12. Take this opportunity to grab as many courses as you can because you never know when the next sale is going to be!

As usual, I’m providing $12 coupons for all my courses in the links below. Please use these links and share them with your friends!

You can also just type in the coupon code “OCT456”.

The promo goes until October 31. Don’t wait!

At the end of this post, I’m going to provide you with some additional links to get machine learning prerequisites (calculus, linear algebra, Python, etc…) for $12 too!

But that’s not all… I’m the Lazy Programmer, not just the Lazy Data Scientist – I’ve got $12 coupons for iOS development, Android development, Ruby on Rails, Python, Big Data / Hadoop / Spark, React.js, Angular, and MORE. All important skillsets on ANY engineering team. Got any friends or coworkers in mobile / backend / big data development? Let them know!

If you don’t know what order to take the courses in, please check here: https://deeplearningcourses.com/course_order

Deep Learning: GANs and Variational Autoencoders
https://www.udemy.com/deep-learning-gans-and-variational-autoencoders/?couponCode=OCT456
Advanced AI: Deep Reinforcement Learning in Python
https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=OCT456
Artificial Intelligence: Reinforcement Learning in Python
https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=OCT456
Bayesian Machine Learning in Python: A/B Testing
https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=OCT456
Cluster Analysis and Unsupervised Machine Learning in Python
https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=OCT456
Deep Learning: Convolutional Neural Networks in Python
https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=OCT456
Deep Learning in Python
https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=OCT456
Practical Deep Learning in Theano and TensorFlow
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=OCT456
Advanced Natural Language Processing: Deep Learning in Python
https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=OCT456
Ensemble Machine Learning in Python: Random Forest and AdaBoost
https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=OCT456
Unsupervised Machine Learning: Hidden Markov Models in Python
https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=OCT456
Deep Learning Prerequisites: Linear Regression in Python
https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=OCT456
Deep Learning Prerequisites: Logistic Regression in Python
https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=OCT456
Data Science: Natural Language Processing in Python
https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=OCT456
Deep Learning: Recurrent Neural Networks in Python
https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=OCT456
SQL for Newbs and Marketers
https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=OCT456
Data Science: Supervised Machine Learning in Python
https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=OCT456
Unsupervised Deep Learning in Python
https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=OCT456
 

 

 

PREREQUISITE COURSE COUPONS

And just as important, $12 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

 

 

 

OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

And I’ve got sales for everything:

iOS courses:
https://lazyprogrammer.me/ios

Android courses:
https://lazyprogrammer.me/android

Ruby on Rails courses:
https://lazyprogrammer.me/ruby-on-rails

Python courses:
https://lazyprogrammer.me/python

Big Data (Spark + Hadoop) courses:
https://lazyprogrammer.me/big-data-hadoop-spark-sql

Javascript, ReactJS, AngularJS courses:
https://lazyprogrammer.me/js

 

 

 

EVEN MORE COOL STUFF

Into Yoga in your spare time? Photography? Painting? There are courses, and I’ve got coupons! If you find a course on Udemy that you’d like a coupon for, just let me know and I’ll hook you up!

 

 

 

COURSE UPDATES

Recent updates to existing courses because my students are awesome and deserve free stuff:

  • Deep Learning pt 2: More lectures on hyperparameter optimization
  • Deep Learning pt 2: Keras!!! (very popular request)
  • Deep Learning pt 2: Noise injection
  • Deep Learning pt 1: Why Learn the Ins and Outs of Backpropagation?
  • All relevant courses: How to uncompress a .tar.gz file

Remember, these links will self-destruct on October 31 (4 days). Act NOW!

Go to comments


Deep Learning and Machine Learning FALL SALE 90% OFF

October 7, 2017

“Hey Lazy Programmer, when is your next course coming out?”

I’ve been really busy adding tons of free updates to my existing courses! You can scroll down to the very bottom to see what they are. But in the mean time we are going to do another HUGE sale. ALL courses on Udemy are now $12. Take this opportunity to grab as many courses as you can because you never know when the next sale is going to be!

As usual, I’m providing $12 coupons for all my courses in the links below. Please use these links and share them with your friends!

You can also just type in the coupon code “OCT123” (except Deep Learning pt 1 because I messed it up =), for that use “OCT123A”).

The promo goes until October 10. Don’t wait!

At the end of this post, I’m going to provide you with some additional links to get machine learning prerequisites (calculus, linear algebra, Python, etc…) for $12 too!

But that’s not all… I’m the Lazy Programmer, not just the Lazy Data Scientist – I’ve got $12 coupons for iOS development, Android development, Ruby on Rails, Python, Big Data / Hadoop / Spark, React.js, Angular, and MORE. All important skillsets on ANY engineering team. Got any friends or coworkers in mobile / backend / big data development? Let them know!

If you don’t know what order to take the courses in, please check here: https://deeplearningcourses.com/course_order
Here are the links for my courses:

Deep Learning Prerequisites: Linear Regression in Python
https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=OCT123

Deep Learning Prerequisites: Logistic Regression in Python
https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=OCT123

Deep Learning in Python
https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=OCT123A

Practical Deep Learning in Theano and TensorFlow
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=OCT123

Deep Learning: Convolutional Neural Networks in Python
https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=OCT123

Unsupervised Deep Learning in Python
https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=OCT123

Deep Learning: Recurrent Neural Networks in Python
https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=OCT123

Advanced Natural Language Processing: Deep Learning in Python
https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=OCT123

Advanced AI: Deep Reinforcement Learning in Python
https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=OCT123

Deep Learning: GANs and Variational Autoencoders
https://www.udemy.com/deep-learning-gans-and-variational-autoencoders/?couponCode=OCT123

Easy Natural Language Processing in Python
https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=OCT123

Cluster Analysis and Unsupervised Machine Learning in Python
https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=OCT123

Unsupervised Machine Learning: Hidden Markov Models in Python
https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=OCT123

Data Science: Supervised Machine Learning in Python
https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=OCT123

Bayesian Machine Learning in Python: A/B Testing
https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=OCT123

Ensemble Machine Learning in Python: Random Forest and AdaBoost
https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=OCT123

Artificial Intelligence: Reinforcement Learning in Python
https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=OCT123

SQL for Newbs and Marketers
https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=OCT123

PREREQUISITE COURSE COUPONS

And just as important, $12 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK
OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

And I’ve got sales for everything:

iOS courses:
https://lazyprogrammer.me/ios

Android courses:
https://lazyprogrammer.me/android

Ruby on Rails courses:
https://lazyprogrammer.me/ruby-on-rails

Python courses:
https://lazyprogrammer.me/python

Big Data (Spark + Hadoop) courses:
https://lazyprogrammer.me/big-data-hadoop-spark-sql

Javascript, ReactJS, AngularJS courses:
https://lazyprogrammer.me/js

 

 

EVEN MORE COOL STUFF

Into Yoga in your spare time? Photography? Painting? There are courses, and I’ve got coupons! If you find a course on Udemy that you’d like a coupon for, just let me know and I’ll hook you up!

Remember, these links will self-destruct on October 10 (5 days). Act NOW!

 

 

COURSE UPDATES

Recent updates to existing courses because my students are awesome and deserve free stuff:

Deep Learning pt 2 (Theano / Tensorflow):
* Brand new section on batch normalization (7 new lectures!)

Deep Reinforcement Learning (Advanced AI):
* Continuous Mountain Car in Theano and Tensorflow with Policy Gradient

Cluster Analysis / Unsupervised ML:
* Simulating Biological Evolution + Applying Clustering
* Applying Clustering to Donald Trump + Hillary Clinton Tweets from 2016 Election

Numpy Stack:
* Improved quality / resolution of all slides
* Pushed code up so video player controls won’t block it

Unsupervised Deep Learning
* Visualizing t-SNE

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Deep Learning and Machine Learning September 2017 Coupons

September 13, 2017

Since I am still busy hacking away at my next course, we are going to do another HUGE sale. ALL courses on Udemy are now $12. Take this opportunity to grab as many courses as you can because you never know when the next sale is going to be!

As usual, I’m providing $12 coupons for all my courses in the links below. Please use these links and share them with your friends!

You can also just type in the coupon code “SEP123”.

The promo goes until September 20. Don’t wait!

At the end of this post, I’m going to provide you with some additional links to get machine learning prerequisites (calculus, linear algebra, Python, etc…) for $12 too!

But that’s not all… I’m the Lazy Programmer, not just the Lazy Data Scientist – I’ve got $12 coupons for iOS development, Android development, Ruby on Rails, Python, Big Data / Hadoop / Spark, React.js, Angular, and MORE. All important skillsets on ANY engineering team. Got any friends or coworkers in mobile / backend / big data development? Let them know!

If you don’t know what order to take the courses in, please check here: https://deeplearningcourses.com/course_order

 
Here are the links for my courses:

Deep Learning Prerequisites: Linear Regression in Python
https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=SEP123

Deep Learning Prerequisites: Logistic Regression in Python
https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=SEP123

Deep Learning in Python
https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=SEP123

Practical Deep Learning in Theano and TensorFlow
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=SEP123

Deep Learning: Convolutional Neural Networks in Python
https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=SEP123

Unsupervised Deep Learning in Python
https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=SEP123

Deep Learning: Recurrent Neural Networks in Python
https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=SEP123

Advanced Natural Language Processing: Deep Learning in Python
https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=SEP123

Advanced AI: Deep Reinforcement Learning in Python
https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=SEP123

Deep Learning: GANs and Variational Autoencoders
https://www.udemy.com/deep-learning-gans-and-variational-autoencoders/?couponCode=SEP123

Easy Natural Language Processing in Python
https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=SEP123

Cluster Analysis and Unsupervised Machine Learning in Python
https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=SEP123

Unsupervised Machine Learning: Hidden Markov Models in Python
https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=SEP123

Data Science: Supervised Machine Learning in Python
https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=SEP123

Bayesian Machine Learning in Python: A/B Testing
https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=SEP123

Ensemble Machine Learning in Python: Random Forest and AdaBoost
https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=SEP123

Artificial Intelligence: Reinforcement Learning in Python
https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=SEP123

SQL for Newbs and Marketers
https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=SEP123

 

 

PREREQUISITE COURSE COUPONS

And last but not least, $12 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

 

 

 
OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

And I’ve got sales for everything:

iOS courses:
https://lazyprogrammer.me/ios

Android courses:
https://lazyprogrammer.me/android

Ruby on Rails courses:
https://lazyprogrammer.me/ruby-on-rails

Python courses:
https://lazyprogrammer.me/python

Big Data (Spark + Hadoop) courses:
https://lazyprogrammer.me/big-data-hadoop-spark-sql

Javascript, ReactJS, AngularJS courses:
https://lazyprogrammer.me/js

 

 

 

EVEN MORE COOL STUFF

Into Yoga in your spare time? Photography? Painting? There are courses, and I’ve got coupons! If you find a course on Udemy that you’d like a coupon for, just let me know and I’ll hook you up!

Remember, these links will self-destruct on September 20 (7 days). Act NOW!

Go to comments


$10 Deep Learning Courses (+more) July Special part 2!

July 24, 2017

Since I am still busy hacking away at my next course, we are going to do another HUGE sale. ALL courses on Udemy are now $10. Take this opportunity to grab as many courses as you can because you never know when the next sale is going to be!

As usual, I’m providing $10 coupons for all my courses in the links below. Please use these links and share them with your friends!

You can also just type in the coupon code “JUL456”.

The $10 promo doesn’t come around often, so make sure you pick up everything you are interested in, or could become interested in later this year. The promo goes until July 31. Don’t wait!

At the end of this post, I’m going to provide you with some additional links to get machine learning prerequisites (calculus, linear algebra, Python, etc…) for $10 too!

If you don’t know what order to take the courses in, please check here: https://deeplearningcourses.com/course_order
Here are the links for my courses:

Deep Learning Prerequisites: Linear Regression in Python
https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=JUL456

Deep Learning Prerequisites: Logistic Regression in Python
https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=JUL456

Deep Learning in Python
https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=JUL456

Practical Deep Learning in Theano and TensorFlow
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=JUL456

Deep Learning: Convolutional Neural Networks in Python
https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=JUL456

Unsupervised Deep Learning in Python
https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=JUL456

Deep Learning: Recurrent Neural Networks in Python
https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=JUL456

Advanced Natural Language Processing: Deep Learning in Python
https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=JUL456

Advanced AI: Deep Reinforcement Learning in Python
https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=JUL456

Easy Natural Language Processing in Python
https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=JUL456

Cluster Analysis and Unsupervised Machine Learning in Python
https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=JUL456

Unsupervised Machine Learning: Hidden Markov Models in Python
https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=JUL456

Data Science: Supervised Machine Learning in Python
https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=JUL456

Bayesian Machine Learning in Python: A/B Testing
https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=JUL456

Ensemble Machine Learning in Python: Random Forest and AdaBoost
https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=JUL456

Artificial Intelligence: Reinforcement Learning in Python
https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=JUL456

SQL for Newbs and Marketers
https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=JUL456

PREREQUISITE COURSE COUPONS

And last but not least, $10 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

OTHER UDEMY COURSE COUPONS

As you know, I’m the “Lazy Programmer”, not just the “Lazy Data Scientist” – I love all kinds of programming!

And I’ve got sales for everything:

iOS
Android
Ruby on Rails
Python
Big Data (Spark, Hadoop)
Javascript, ReactJS, AngularJS

Remember, these links will self-destruct on July 31 (7 days). Act NOW!

Go to comments


$10 Deep Learning Courses (+more) July Special!

July 11, 2017

Since I am still busy hacking away at my next course, we are going to do another HUGE sale. ALL courses on Udemy are now $10. Take this opportunity to grab as many courses as you can because you never know when the next sale is going to be!

As usual, I’m providing $10 coupons for all my courses in the links below. Please use these links and share them with your friends!

You can also just type in the coupon code “JUL123”.

The $10 promo doesn’t come around often, so make sure you pick up everything you are interested in, or could become interested in later this year. The promo goes until July 20. Don’t wait!

At the end of this post, I’m going to provide you with some additional links to get machine learning prerequisites (calculus, linear algebra, Python, etc…) for $10 too!

If you don’t know what order to take the courses in, please check here: https://deeplearningcourses.com/course_order

 

 
Here are the links for my courses:

Deep Learning Prerequisites: Linear Regression in Python
https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=JUL123

Deep Learning Prerequisites: Logistic Regression in Python
https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=JUL123

Deep Learning in Python
https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=JUL123

Practical Deep Learning in Theano and TensorFlow
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=JUL123

Deep Learning: Convolutional Neural Networks in Python
https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=JUL123

Unsupervised Deep Learning in Python
https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=JUL123

Deep Learning: Recurrent Neural Networks in Python
https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=JUL123

Advanced Natural Language Processing: Deep Learning in Python
https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=JUL123

Advanced AI: Deep Reinforcement Learning in Python
https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=JUL123

Easy Natural Language Processing in Python
https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=JUL123

Cluster Analysis and Unsupervised Machine Learning in Python
https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=JUL123

Unsupervised Machine Learning: Hidden Markov Models in Python
https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=JUL123

Data Science: Supervised Machine Learning in Python
https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=JUL123

Bayesian Machine Learning in Python: A/B Testing
https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=JUL123

Ensemble Machine Learning in Python: Random Forest and AdaBoost
https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=JUL123

Artificial Intelligence: Reinforcement Learning in Python
https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=JUL123

SQL for Newbs and Marketers
https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=JUL123

 

 
RECENT COURSE UPDATES

You guys know I’m always working hard to improve my courses with new and fresh content. Here’s what I’ve done recently:

– Hidden Markov Models: added Tensorflow implementation and improved Theano implementation

– Hidden Markov Models: the Tensorflow scan function

– Unsupervised Deep Learning: added Tensorflow version of Autoencoder, RBM, and Unsupervised Pre-Training

– Deep Learning in Python (pt1): How to interpret the weights

– Deep Learning in Theano / Tensorflow (pt2): How to improve your Theano and Tensorflow skills

– Deep Learning in Theano / Tensorflow (pt2): Some ideas about combining big data + deep learning

 

 
PREREQUISITE COURSE COUPONS

And last but not least, $10 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

Remember, these links will self-destruct on July 20 (9 days). Act NOW!

Go to comments


Deep Learning and Machine Learning Courses $10 Special June 2017

June 14, 2017

Today, Udemy has decided to do yet another AMAZING $10 promo.

As usual, I’m providing $10 coupons for all my courses in the links below. Please use these links and share them with your friends!

The $10 promo doesn’t come around often, so make sure you pick up everything you are interested in, or could become interested in later this year. The promo goes until June 21. Don’t wait!

At the end of this post, I’m going to provide you with some additional links to get machine learning prerequisites (calculus, linear algebra, Python, etc…) for $10 too!

If you don’t know what order to take the courses in, please check here: https://deeplearningcourses.com/course_order

Here are the links for my courses:

Deep Learning Prerequisites: Linear Regression in Python
https://www.udemy.com/data-science-linear-regression-in-python/?couponCode=JUN456

Deep Learning Prerequisites: Logistic Regression in Python
https://www.udemy.com/data-science-logistic-regression-in-python/?couponCode=JUN456

Deep Learning in Python
https://www.udemy.com/data-science-deep-learning-in-python/?couponCode=JUN456

Practical Deep Learning in Theano and TensorFlow
https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/?couponCode=JUN456

Deep Learning: Convolutional Neural Networks in Python
https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/?couponCode=JUN456

Unsupervised Deep Learning in Python
https://www.udemy.com/unsupervised-deep-learning-in-python/?couponCode=JUN456

Deep Learning: Recurrent Neural Networks in Python
https://www.udemy.com/deep-learning-recurrent-neural-networks-in-python/?couponCode=JUN456

Advanced Natural Language Processing: Deep Learning in Python
https://www.udemy.com/natural-language-processing-with-deep-learning-in-python/?couponCode=JUN456

Advanced AI: Deep Reinforcement Learning in Python
https://www.udemy.com/deep-reinforcement-learning-in-python/?couponCode=JUN456

Easy Natural Language Processing in Python
https://www.udemy.com/data-science-natural-language-processing-in-python/?couponCode=JUN456

Cluster Analysis and Unsupervised Machine Learning in Python
https://www.udemy.com/cluster-analysis-unsupervised-machine-learning-python/?couponCode=JUN456

Unsupervised Machine Learning: Hidden Markov Models in Python
https://www.udemy.com/unsupervised-machine-learning-hidden-markov-models-in-python/?couponCode=JUN456

Data Science: Supervised Machine Learning in Python
https://www.udemy.com/data-science-supervised-machine-learning-in-python/?couponCode=JUN456

Bayesian Machine Learning in Python: A/B Testing
https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/?couponCode=JUN456

Ensemble Machine Learning in Python: Random Forest and AdaBoost
https://www.udemy.com/machine-learning-in-python-random-forest-adaboost/?couponCode=JUN456

Artificial Intelligence: Reinforcement Learning in Python
https://www.udemy.com/artificial-intelligence-reinforcement-learning-in-python/?couponCode=JUN456

SQL for Newbs and Marketers
https://www.udemy.com/sql-for-marketers-data-analytics-data-science-big-data/?couponCode=JUN456

And last but not least, $10 coupons for some helpful prerequisite courses. You NEED to know this stuff before you study machine learning:

General (site-wide): http://bit.ly/2oCY14Z
Python http://bit.ly/2pbXxXz
Calc 1 http://bit.ly/2okPUib
Calc 2 http://bit.ly/2oXnhpX
Calc 3 http://bit.ly/2pVU0gQ
Linalg 1 http://bit.ly/2oBBir1
Linalg 2 http://bit.ly/2q5SGEE
Probability (option 1) http://bit.ly/2prFQ7o
Probability (option 2) http://bit.ly/2p8kcC0
Probability (option 3) http://bit.ly/2oXa2pb
Probability (option 4) http://bit.ly/2oXbZSK

Remember, these links will self-destruct on June 21 (7 days). Act NOW!

Go to comments