Tag Archives: Keras

Intro Deep Learning with Python, TensorFlow and Keras

Intro Deep Learning with Python, TensorFlow and Keras

This looks like the best page to learn how to apply math to machine learning

https://sandipanweb.wordpress.com/2017/11/25/some-deep-learning-with-python-tensorflow-and-keras/amp/

NOTE I now post my TRADING ALERTS into my personal FACEBOOK ACCOUNT and TWITTER. Don't worry as I don't post stupid cat videos or what I eat!

Debate of Torch Lua vs Tensor Flow Keras for ultimate machine learning

Debate of Torch Lua vs Tensor Flow Keras for ultimate machine learning

There seems to be a debate of these two frameworks:

  1. 1. Redis 4 with Neural module and embedable Lua scripts make this combo ultimate fast with no latency unlike TensorFlow as a bloated framework.
  2. 2. TensorFlow is accused of being slow so you can compare by searching online for it.
  3. 3. Will  Torch in Lua be much faster than TensorFlow in Python? Apparently a big yes from the Reddit postings I have seen. It is just not as mature which means migrating a potential model into a live trading environment might not be so easy from TensorFlow. This is the issue I face.
  4. What to do? 

As I approach a more serious deeper machine learning investigation, I will see where everything is at then which could be a couple of more months. Torch may be more mature with better integration with Redis.

  1. It might be best to use the potential Redis TensorFlow module combo but that seems premature. Find the link below. I will wait it out to see how this Redis module develops.

 

Keras with TensorFlow

 

https://github.com/fchollet/keras/issues/4491

https://deeplearning4j.org/compare-dl4j-torch7-pylearn

Zerobrane studio for Lua:

http://notebook.kulchenko.com/zerobrane/torch-debugging-with-zerobrane-studio

Redis NOSQL options:

https://news.ycombinator.com/item?id=12617081

Potential combo with Redis and TensorFlow https://github.com/lantiga/RedisTF

http://redis-knowledge.fgribreau.com/resource/2e8908b15a864927e78e5424cf67d63c/redis-c-integration-layer

Here are some links on speedy Torch

Lua options

http://lua-users.org/wiki/SimpleStats

NOTE I now post my TRADING ALERTS into my personal FACEBOOK ACCOUNT and TWITTER. Don't worry as I don't post stupid cat videos or what I eat!

10 steps to Keras Machine Learning with Python

 

10 steps to Keras Machine Learning in Python

I am coming to the decision on using both TensorFlow with Keras on top. I really am new to this but will investigate this deeper later in the summer. There also seems to be an internal debate of performance with a combo of Lua Toech and Redis vs TensorFlow with Karas. Let’s see where this goes.

See this helpful video for learning how Karas can help you

For now, I am focusing on statistical methodologies over the next few weeks. I am wanting also to focus on more modern Python version 3 versus my legacy Python 2 scripts. They shall work but do keep your eyes peeled on my blog at Quantlabs.net/blog and videos at Youtube.com/quantlabs

Tutorial on install Python 3 with VirtualBox and Ubuntu Linux

Have you seen my latest Python 3 upgrade tutorial on the latest version of Ubuntu Linux?

Check out my 90 minute video here

Just a reminder that the ne Quant Analytics service is now fully underway with daily video trading calls based on my human workflow. The new benefit starting this Monday will be the private event on May 22 at 8PM EDT.

>> JOIN HERE <<
Read the full benefits here

Thanks for reading

Bryan

NOTE I now post my TRADING ALERTS into my personal FACEBOOK ACCOUNT and TWITTER. Don't worry as I don't post stupid cat videos or what I eat!

AI machine learning deep learning seems to work well with Keras TensorFlow

Someone on my newsletter from France has convinced me this HAS GOT to work (he is part of my community)

HEY HEY HEY GREAT BRYAN PRECIOUS FRIEND FOREVER GUY !!

… I am deeply convinced that AI  is THE MOST AMAZING TRADING STRATEGIES AND VERY LOGIC AND PRECISE ENOUGH according to my own experiences gained after deep investigations over the past 3

These responses become  a valuable tipping point to know what works for you in my audience. What do you think of these tools and results you may have had, email me!

Big thanks to him for sending! How long can you ignore it?

See what was said for results and tool set

Thanks Bryan

P.S.I have also announced I will be moving this ‘newsletter’ to another server from Infusionsoft. You can also get my free 2 PDFs on (in case you never got them):

Trade Like a Boss

Tecbnical Secrets in Algo Trading

You can also be part of this new newsletter on this server. I am thinking of actually discontinuing this current one you are reading from. It has been highly recommended to manually opt in yourself into this new server.

Sign up for the above FREE PDFs and join the new server here

Thanks Bryan

More updates in detail:

OH OH OH GREAT BRYAN PRECIOUS FRIEND FOREVER GUY INDEED  !!

Yeah it is just a simplistic vision but the better way to comprehend all my suggestions above to you is to dissecting each line and have look and feel on each step in order to grasp and digest the sophisticated mechanism underneath THIS STRATEGY  and once you have understood for the first run  by exercising it by yourself with  yahoo module (PYTHON)  for example then you might radically demystify  the myth  ALGORITHM  behind the scenes so to say you the least MY PRECIOUS FRIEND FOREVER GREAT BRYAN you opened to my the door on TRADING with python as being FAIR AND BRILLIANT EXPERT YOU ARE GREAT BRYAN and I have pushed further my investigations upon it till I discovered the powerfulness of TensorFlow  more than one year ago exactly after the democratization of this powerful framework from GOOGLE TEAM in 2015 exactly and at that period of time Tensorflow was totally unknown by the large public audience including some well-trained and experienced TRADERS in the HIGHEST FINANCIAL CIRCLE so essentially I  spent  more than  1 year to learn Tensorflow since its inception in conjunction with Theano and Lasagne with Torch, Caffe but according to my own appreciation,  the advanced features offered by Tensorflow in such ALGEBRAIC straightforward  matrix operations are quite plausible enough for someone who really needs to understand each detail for avoiding the general habit of scratching the surface only which might potentially lead to further erroneous and hazardous cumbersome situations and on the top of that issue for facilitating some process , Keras would offer a tremendous benefit when you configure it to run Tensorflow in the backend for the sake of simplicity implementation(LAYERS Convolutions and so on …)  sometimes so here  I have a dozen  of ALGOS for trading in real world scenario to forecast all  commodities stocks including even the exotics stocks from JAPANESE(YENN)  stocks market to the most simplest BINARY OPTIONS , additionally the POWERFUL AKKA REACTIVE technology is here as well which i have described to you above through the real time SENTIMENT ANALYSIS(TWITTER quite new because all previous statical ALGORITHMS OF TRADING DID NOT TAKE INTO ACCOUNT THE GENERAL FEELING OF CONSUMERS at the right momentwhen you decide to trade!!! )  from the consumers which takes all parameters quite emotional trends behaviors and the daily events in each Country where you forecast the stocks to purchase which might affect the general tendency on the market and in the backend this tandem or duality between SOFTWARE AND HARDWARE is handled by the uniqueness and powerfulness of SCALA AND AKKA within its most abstractness based upon NON-BLOCKING MULTITHREADING during the passing order process within a fraction infinetely small 1nano seconds for example and here is  another KEY IMPORTANT FACTOR as well  the time within the WINDOWS and this factor was not taken into account from all previous TRADING ALGORITHMS (MONAD , FUNCTORS and so on more generally speaking the  FUNCTIONAL PROGRAMMING  mechanism and BACK PRESSURE in real time scenarios which allow me to depict at each regular interval the new trends on the market and by including a special module  based upon reactive js to make the special recommendation automatically  for the users and all abstracteness are dilluted in the backend calculations ok so my precious FRIEND BRYAN we shall talk more about them and exchanging  things later on after my arrival in MUNICH and PLEASE DO KEEP IN TOUCH MY PRECIOUS FRIEND  GREAT BRYAN because you  opend to me the first STEP and i cannot FORGET YOU GUY OK IT IS A NOTION OF RECIPROCALITY ESTEEM AND STRONG AND WARMEST FRIENDSHIP always REMEMBER ALL GOOD FRIENDS  AND PRECIOUS FRIENDS WHO HELPED ME OK and i was born like i am GUY AND i cannot change THOSE INNATE PRINCIPLES inside of me ok so have an excellent and peaceful evening in the great USA MY GREAT BRYAN and take care GUY ok 

 

NOTE I now post my TRADING ALERTS into my personal FACEBOOK ACCOUNT and TWITTER. Don't worry as I don't post stupid cat videos or what I eat!

AI machine learning deep learning seems to work well with Scala Keras TensorFlow

AI machine learning deep learning seems to work well with Scala Keras TensorFlow

Someone on my newsletter from France has convinced me this HAS GOT to work (he is part of my community)

HEY HEY HEY GREAT BRYAN PRECIOUS FRIEND FOREVER GUY !!

… I am deeply convinced that AI  is THE MOST AMAZING TRADING STRATEGIES AND VERY LOGIC AND PRECISE ENOUGH according to my own experiences gained after deep investigations over the past 3 years and it is VERY POWERFUL TECHNIQUE AFTER THE AKKA FOR TRADING ON MODERN COMPUTER SCIENCES today so the truth of matter is that TRADING WITH AKKA OR SCALA is most advantageous because here is the GREAT TANDEM BETWEEN hardware and Software is taking into account essentially the executing time for passing order quite important factor(TWITTER SENTIMENT REAL TIME)  and in other side TRADING WITH AI offers the full capabilities OF DEEP LOGIC REASONING SENSE OF THINGS  including the logical architectural composition of all layers which might influence the performance of the final results as well potentially and quite obviously enough   and the GREAT ADVANTAGE OF LETTING THE ALGORITHMS makes its own Computation based upon the Strategies w… I have implemented few Algorithms Recently with KERAS AND TENSORFLOW by using the AI and I  have noticed an unpreceded AWSOME RESULTS computations essentially the exactness of my Predictions so as a matter of fact and  to respond  i am totally in favor of AI actually and it avoids the unknown hidden process with some TRADITIONAL ALGORITHMS furthermore  here in a real time you see and verify each step of the execution of each next action or decision to  figured out with  one of my  ALGORITHMS with Ipython notebook even the Curve which describes and plotted ( all indices where to BUY AND WHEN TO SELL  for different WINDOWS !!!
Subsequently the morality is that AI is matter of Deep Logical reasoning with Good Understanding of THE EQUATIONS articulated around the Policy to apply with so maybe you are totally right to say that PEOPLE ARE NOT VERY FAMILIAR WITH sure enough and I admit that vision actually because IT IS NOT A SIMPLE MATTER of INTUITION and requires a very RIGOROUS mechanism of reasoning exercises behind the scenes, to say the least, the general intuition of dealing with things like with many traditional techniques on the past previous methods is not sufficient for encompassing the reality in AI TRADING MECHANISM , basically this my opinion about your question and feel free to have a look at it and make  your own appreciation
Big thanks to him for sending! How long can you ignore it?
More info on TensorFlow with other tools:
OH OH OH GREAT BRYAN PRECIOUS FRIEND FOREVER GUY INDEED  !!

Yeah it is just a simplistic vision but the better way to comprehend all my suggestions above to you is to dissecting each line and have look and feel on each step in order to grasp and digest the sophisticated mechanism underneath THIS STRATEGY  and once you have understood for the first run  by exercising it by yourself with  yahoo module (PYTHON)  for example then you might radically demystify  the myth  ALGORITHM  behind the scenes so to say you the least MY PRECIOUS FRIEND FOREVER GREAT BRYAN you opened to my the door on TRADING with python as being FAIR AND BRILLIANT EXPERT YOU ARE GREAT BRYAN and I have pushed further my investigations upon it till I discovered the powerfulness of TensorFlow  more than one year ago exactly after the democratization of this powerful framework from GOOGLE TEAM in 2015 exactly and at that period of time Tensorflow was totally unknown by the large public audience including some well-trained and experienced TRADERS in the HIGHEST FINANCIAL CIRCLE so essentially I  spent  more than  1 year to learn Tensorflow since its inception in conjunction with Theano and Lasagne with Torch, Caffe but according to my own appreciation,  the advanced features offered by Tensorflow in such ALGEBRAIC straightforward  matrix operations are quite plausible enough for someone who really needs to understand each detail for avoiding the general habit of scratching the surface only which might potentially lead to further erroneous and hazardous cumbersome situations and on the top of that issue for facilitating some process , Keras would offer a tremendous benefit when you configure it to run Tensorflow in the backend for the sake of simplicity implementation(LAYERS Convolutions and so on …)  sometimes so here  I have a dozen  of ALGOS for trading in real world scenario to forecast all  commodities stocks including even the exotics stocks from JAPANESE(YENN)  stocks market to the most simplest BINARY OPTIONS , additionally the POWERFUL AKKA REACTIVE technology is here as well which i have described to you above through the real time SENTIMENT ANALYSIS(TWITTER quite new because all previous statical ALGORITHMS OF TRADING DID NOT TAKE INTO ACCOUNT THE GENERAL FEELING OF CONSUMERS at the right momentwhen you decide to trade!!! )  from the consumers which takes all parameters quite emotional trends behaviors and the daily events in each Country where you forecast the stocks to purchase which might affect the general tendency on the market and in the backend this tandem or duality between SOFTWARE AND HARDWARE is handled by the uniqueness and powerfulness of SCALA AND AKKA within its most abstractness based upon NON-BLOCKING MULTITHREADING during the passing order process within a fraction infinetely small 1nano seconds for example and here is  another KEY IMPORTANT FACTOR as well  the time within the WINDOWS and this factor was not taken into account from all previous TRADING ALGORITHMS (MONAD , FUNCTORS and so on more generally speaking the  FUNCTIONAL PROGRAMMING  mechanism and BACK PRESSURE in real time scenarios which allow me to depict at each regular interval the new trends on the market and by including a special module  based upon reactive js to make the special recommendation automatically  for the users and all abstracteness are dilluted in the backend calculations ok so my precious FRIEND BRYAN we shall talk more about them and exchanging  things later on after my arrival in MUNICH and PLEASE DO KEEP IN TOUCH MY PRECIOUS FRIEND  GREAT BRYAN because you  opend to me the first STEP and i cannot FORGET YOU GUY OK IT IS A NOTION OF RECIPROCALITY ESTEEM AND STRONG AND WARMEST FRIENDSHIP always REMEMBER ALL GOOD FRIENDS  AND PRECIOUS FRIENDS WHO HELPED ME OK and i was born like i am GUY AND i cannot change THOSE INNATE PRINCIPLES inside of me ok so have an excellent and peaceful evening in the great USA MY GREAT BRYAN and take care GUY ok 
NOTE I now post my TRADING ALERTS into my personal FACEBOOK ACCOUNT and TWITTER. Don't worry as I don't post stupid cat videos or what I eat!