Tag Archives: TensorFlow

Hands-On Machine Learning with Scikit-Learn TensorFlow book review

This is a book I review I have done by going through the table of content.. See the video

 

New event this Mon May 6

How to attack machine learning in trading zoom meeting webinar

best book for machine learning with TensorFlow and Python Scikit-Learn

New Machine Learnng books

More machine learning with python books added

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

Stock predictor with Google TensorFlow 2 Colab Python

Add in the Google  Colab environment, you will have fund working with this stuff. Here is a video demonstrating both the TensorFLow 2 for stock predicting. This is most likely future in machine learning for the quant finance world.

Here is the Colab environment tool

 

https://colab.research.google.com/notebooks/welcome.ipynb

 

 

 

 

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

best book for machine learning with TensorFlow and Python Scikit-Learn

is this best machine learning book to help build your cryptocurrency trading bot with pinpoint accuracy?

Bot Secret video posted while BCH LTC is one fire today

 

Topics on this secret video about this bot is now embedded in the Elite membership include

1. Early indicators for market entry

2. Using whipsaws to prevent high probable losses

3. Why this forex bot works

(nearly 2 hours)

THIS WILL BE AVAILABLE UNTIL LATE FRIDAY (2 DAYS ONLY)

Get access via your ELITE Trial or Annual here

https://quantlabs.net/academy/introduction-quant-elite-membership/

Is this the best book for machine learning for TensorFlow and Python Scikit-Learn

A book sent over by student which covers all the basic machine learning frameworks including TensorFlow and Scikit-Learn in Python. This might be something I will use as a one stop shop for learning this stuff.

This should be useful to build out more intelligent algo / systematic trading systems for any asset class out there.

https://quantlabs.net/blog/2019/04/is-this-the-best-book-for-machine-learning-for-tensorflow-and-python-scikit-learn/

Thanks Bryan

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

Is this the best book for machine learning for TensorFlow and Python Scikit-Learn

This should be useful to build out more intelligent algo / systematic trading systems for any asset class out there.
https://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow-ebook/dp/B06XNKV5TS

 

 

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

Machine learning guide with tensorflow 2 for the newbie crypto trader #crypto #guide #MachineLearning #Newbie #TensorFlow #trader I talk about which machine learning framework to start learning with. One article below shows the lead both Keras and Tensor flow have over others including PyTorche. As TensorFlow 2 merges both Keras and version 1  together, it should put the framework light years ahead of everything else. https://www.netguru.com/blog/deep-learning-frameworks-comparison https://towardsdatascience.com/deep-learning-framework-power-scores-2018-23607ddf297a No mention of version 2 in these articles https://github.com/tensorflow/tensorflow Tensor Flow 2 is out according to this video https://www.youtube.com/watch?v=JmSNUeBG-PQ Link: https://quantlabs.net/blog/2019/03/machine-learning-guide-with-tensorflow-2-for-the-newbie-crypto-trader/

Machine learning guide with tensorflow 2 for the newbie crypto trader I talk about which machine learning framework to start learning with. One article below shows the lead both Keras and Tensor flow have over others including PyTorche. As TensorFlow 2 merges both Keras and version 1  together, it should put the framework light years ahead of everything else. https://www.netguru.com/blog/deep-learning-frameworks-comparison https://towardsdatascience.com/deep-learning-framework-power-scores-2018-23607ddf297a No mention of version 2 in these articles https://github.com/tensorflow/tensorflow Tensor Flow 2 is out according to this video https://www.youtube.com/watch?v=JmSNUeBG-PQ Link: https://quantlabs.net/blog/2019/03/machine-learning-guide-with-tensorflow-2-for-the-newbie-crypto-trader/

[igp-video src=”” poster=”https://scontent.cdninstagram.com/vp/31b8564e4019c1ce0f3bb982b75bb2a8/5D2F33B2/t51.2885-15/e35/52856452_2212981169018666_3311262917063052367_n.jpg?_nc_ht=scontent.cdninstagram.com” size=”large”]
Machine learning guide with tensorflow 2 for the newbie crypto trader #crypto #guide #MachineLearning #Newbie #TensorFlow #trader I talk about which machine learning framework to start learning with. One article below shows the lead both Keras and Tensor flow have over others including PyTorche. As TensorFlow 2 merges both Keras and version 1  together, it should put the framework light years ahead of everything else. https://www.netguru.com/blog/deep-learning-frameworks-comparison https://towardsdatascience.com/deep-learning-framework-power-scores-2018-23607ddf297a No mention of version 2 in these articles https://github.com/tensorflow/tensorflow Tensor Flow 2 is out according to this video https://www.youtube.com/watch?v=JmSNUeBG-PQ Link: https://quantlabs.net/blog/2019/03/machine-learning-guide-with-tensorflow-2-for-the-newbie-crypto-trader/

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

Machine learning guide with tensorflow 2 for the newbie crypto trader

 

I talk about which machine learning framework to start learning with. One article below shows the lead both Keras and Tensor flow have over others including PyTorche. As TensorFlow 2 merges both Keras and version 1  together, it should put the framework light years ahead of everything else.

 

https://www.netguru.com/blog/deep-learning-frameworks-comparison

https://towardsdatascience.com/deep-learning-framework-power-scores-2018-23607ddf297a

No mention of version 2 in these articles

https://github.com/tensorflow/tensorflow

Tensor Flow 2 is out according to this video

 

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

AutoGraph converts Python into TensorFlow graphs for ML Model

AutoGraph converts Python into TensorFlow graphs for ML Model

I add my view of this article within this video

View at Medium.com

 

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

tensorflow machine learning standard option for algo trading but there is simpler options

tensorflow machine learning standard option for algo trading but there is simpler options

 

Various links below show simple ways to use linear regression with R Squared. It then evolves into using SciKitLean Python Package which is relatively simple but could be effective if you are just after R Square to measure strength of the trend.

towardsdatascience.com/simple-and-multiple-linear-regression-in-python-c928425168f9

blastchart.com/Community/IndicatorGuide/Indicators/LinearRegressionRSquared.aspx

premium.working-money.com/wm/display.asp?art=340

This next link offers a look the complicated TensorFlow Model Library from Google. This is the definite standard defacto in the financial industry. I know this when I saw samples used by high end HFT shops with their workshops for the Newsweek AI conference in NYC last Nov.

Set stock data target with https://medium.com/mlreview/a-simple-deep-learning-model-for-stock-price-prediction-using-tensorflow-30505541d877 <– TensorFlow complex but offers many options

I will also say that TensorFlow offer the most choice. See below a tip below from someone in my private Telegram group. This could save you loads of time instead of wasting time by going down rabbit holes.

For crypto use, https://dashee87.github.io/deep%20learning/python/predicting-cryptocurrency-prices-with-deep-learning/

Note that this uses Keras which obviously simpler than TensorFlow. I would probably move towards TF as I get deeper into this.

Here is that useful tip:

My quick-fire tips: in general I’ve had more success constantly-retraining the ML models (every day in your case) as opposed to the usual train/test/validate method. Either that, or use ML models that are specifically designed to capture the time-varying properties of time series (these models can usually be updated in an online fashion). Never used raw prices as inputs—there is so much autocorrelation in the features that the predicted price will just end up being the last close. Instead use returns (I prefer logarithmic returns over simple returns, but it doesn’t make much difference).

Try to use a target that is directly related to the outcome of a potential trade. If that is too complicated, try having separate targets for direction and volatility. I prefer regression algos to classifiers. If possible, require that your model predicts opposite scenarios for both a long and short trade; e.g. it predicts a long trade will make money *AND* a short trade will lose money, and vice-versa. Avoid neural networks when you’re just starting out – there are too many hyperparameters to tune. Ensemble methods are fantastic, and can be very profitable

Here is my conclusion:

If you are like me just trying to figure out general trend through LSR and R-square, I tend to use these for now. As a result, I may use the SciKitLearn example for simplicity but stop there. I really don’t want to go down the various rabbit holes to experiment with more complex ML libraries. I see no reason compared to the recent sub minute study/reseach/playing around experiment at the sub minute level I started back in Dec which became a time waster with no results.

 

For those keeping track, if you don’t want to use Python with TensorFlow there is a simpler C++ option

https://tebesu.github.io/posts/Training-a-TensorFlow-graph-in-C++-API

 

This is the simplest so far but which started this whole level of research

https://stackoverflow.com/questions/893657/how-do-i-calculate-r-squared-using-python-and-numpy

You can see how simple stuff turns complex

 

Williams % and Stochastics most reliable Matlab technical indicator

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

How to train a Deep Neural Network using only TensorFlow C++

This could prove to be very useful instead of using Python all the time

https://matrices.io/training-a-deep-neural-network-using-only-tensorflow-c/amp/

 

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!

Google TensorFlow short term stock market prediction machine learning

Google TensorFlow short term stock prediction machine learning

<< Test First Name >>,

Description from this online tutorial from KDNuggets.com

In this post you will see an application of Convolutional Neural Networks to stock market prediction, using a combination of stock prices with sentiment analysis.

Check out this link

 

https://quantlabs.net/blog/2017/12/google-tensorflow-short-term-stock-prediction-machine-learning/

 

Or watch this video

In this post you will see an application of Convolutional Neural Networks to stock market
Are you wanting to get more of my daily podcast episodes? I find it the most popular way to deliver stories?

 

Join here

https://quantlabs.net/blog/2017/12/join-my-new-quant-labs-live-trading-report-podcast-email-list-now

 

Lastly, as I have redesigned my website, I posted a long form mission letter here

 

http://quantlabs.net

 

It is a lot more popular than I ever thought.

Let me know what you think

Thanks for reading,

 

Bryan

HOW DO YOU START A PROFITABLE TRADING BUSINESS? Read more NOW >>>

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!