Candlestick Pattern Recognition with Python and TA-Lib

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Күн бұрын

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In this video, we use TA-Lib to recognize common candlestick reversal patterns. This video references the book "Japanese Candlestick Charting Techniques", which can be purchased at the link below:
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Пікірлер: 159

@parttimelarry 4 жыл бұрын

Like the video? Support my content by signing up for Interactive Brokers using the link below: www.interactivebrokers.com/mkt/?src=ptlPY1&url=%2Fen%2Findex.php%3Ff%3D1338 Buy Me a Coffee: buymeacoffee.com/parttimelarry Source Code: github.com/hackingthemarkets/candlestick-screener Twitter: twitter.com/PartTimeLarry Website: hackingthemarkets.com Source Code: github.com/hackingthemarkets Buy a Book: www.amazon.com/shop/parttimelarry

@ashimshrestha7170 3 жыл бұрын

@Part Time Larry heyy larry could you like guide me to similar software which could actually reverse search candle stick patterns from screenshots of the chart or like any thing that we can download chart into anything .csv or any format then feed it into a software that will show candle stick patters moreover the exact point where we should buy/sell? any software like that? Like we have reverse image search where we like if we post image of dog then google searches for stuffs related with dogs... similarly is there any advanced software or web app where we can feed stock data and get buy/sell signal? cause from what I see from you video if we can recognise the patterns as such then we obviously can create buy/sell app.... that seems logical right? Is there any apps as such?

@user-ft8np6xz1q 2 жыл бұрын

Hi, Larry! What version of python did you use in your video? I have faced a problem when installed TA-lib on my windows PC... I think cause in the python version

@tak68tak 3 жыл бұрын

As a Japanese, I'm proud of him. He created the candle stick to analyze the price of rice more than 200 years ago. Incredible.

@rolfjohansen5376 3 жыл бұрын

you are japanese , we expect you to be smart

@KarasuNihonGo 2 жыл бұрын

Japanese the most atama ii desu. Respect

@abhinavgupta7620 2 жыл бұрын

I really like japan... love & respect from the most historic place on earth

@RenanHiramatsu 2 жыл бұрын

@@rolfjohansen5376 that’s racist you know that right

@eff.muhammad Жыл бұрын

fortunately his idea used until now, Amazing Man

@falakoala4579 3 жыл бұрын

Man. Where have you been all my life I just discovered TA-lib now

@PaulZubrys 3 жыл бұрын

Your free videos are the most valuable content I’ve seen on KZfaq. Thank you!

@diminati8659 2 жыл бұрын

The fact that you show realistic expectation from those TA patterns makes it so much better. Thanks!

@tugrulhan 4 жыл бұрын

Great tutorial, thanks Larry. Looking forward to your more comprehensive tutorial on the candlestick analysis

@insected83 2 жыл бұрын

this is killer dude, I've been searching how to perform this exact pattern screen as a reasonably novice python newb. Can't thank you enough.

@michaelstreck0925 3 жыл бұрын

Just used this to write a screener for my watchlist. Great stuff!

@taxly 4 жыл бұрын

Thank you for great tut, my fellow Python programmer and trader! ta-lib is great!

@JoaoSantos-iz1vq 3 жыл бұрын

Another great Tutorial! Thanks, Larry! Learning a lot with you.

@joeysmit4644 3 жыл бұрын

great video man! you explain everything in such a way that even beginners such as myself dont have to hard time to follow what you're doing :)

@dwasiak3 4 жыл бұрын

Larry, you are the best!

@celularyapuntocom 4 ай бұрын

Great video Larry, thanks.

@dineshkumarramasamy9849 4 жыл бұрын

Awesome work larry! Thank you so much!

@yashaggarwal6057 7 ай бұрын

You are the best Larry

@maciekpaciarski9343 4 жыл бұрын

As always, great job.

@ehodges2004 4 жыл бұрын

Very interesting! Your idea for the next video is good. It would also be nice to see backtesting of these...or maybe you already have a video on that.

@snowboardit 3 жыл бұрын

Great content Larry! Thank you

@User66866 3 жыл бұрын

Larry you are amazing, your content hit all the key points, and your looks so positive and joyful! Thank you for your sharing, learned lots from you. When you get chance, can you please make some code about how to use live stream to detect the pattern and give the sound alert intraday? Thank you.

@chiragbhayana2312 3 ай бұрын

Very Informative Larry

@flydr2 2 жыл бұрын

I really enjoy your lessons... thanks for the hard work

@setha9818 3 жыл бұрын

This is exactly what I needed!

@niennash3742 11 ай бұрын

Thanks a lot. Really appreciate your vids.

@chuckf5540 3 жыл бұрын

Great video - very easy to follow. Thks

@smartinvestor5103 Жыл бұрын

Just Outstanding... Thank you soooo much brother... God blesses you.. Love from India

@SpantikCapital 3 жыл бұрын

Thanks for making such a nice video

@prabhu_patil 4 жыл бұрын

This really helps Larry...

@zaferatakan1082 3 жыл бұрын

Very good content, thank you !

@xianlin7831 Жыл бұрын

thank u for your hard work

@desivillanueva9514 2 жыл бұрын

great video on patterns.

@mass13982 4 жыл бұрын

Dude.....You're awesome....period

@jasonkrac2019 3 жыл бұрын

I'm trying to track, but sincerely impressed by the breadth and depth of your knowledge in tech and the financial investment programming. Very cool and very well presented.

@parttimelarry 3 жыл бұрын

Thanks!

@nsnilesh604 2 жыл бұрын

great explanation 👌

@ethicsandzoos 3 жыл бұрын

Great video

@profitwarningtrader2312 2 жыл бұрын

Thanks Larry! Awesome video and information! Any ideas about how to plot the bars and the pattern recognition for real time trading and backtesting?

@vvHax Жыл бұрын

Amazing

@saifriyami4002 6 ай бұрын

Thanks

@mahsanshah-LAVA-KING 3 жыл бұрын

You are the man Larry can you Please put light on wedge pattern.

@tradewithme2626 3 жыл бұрын

Great work larry..superb Can we put this in 5 mins or 15 mins candlestick?

@Victor-no6gl 4 жыл бұрын

Many thanks, Larry! I'm getting from your video a lot of answers to my questions. Also, I'd like to ask your opinion on the following: Most of the pattern recognition functions were built with the intention of analyzing the data with the interval 1Day. Based on my understanding, narrowing down to more granular intervals like 15m-60m we can observe more "trading opportunities". However, there must be some "downsides"... What is your opinion? Thanks in advance.

@Victor-no6gl 4 жыл бұрын

Nope. I was trying the "Morning Star" for SPY from 2020-01-01 to 2020-08-01 with the interval *60m* . The result is: "2020-01-22 12:30:00-05:00 100" "2020-02-24 13:30:00-05:00 100" "2020-03-03 14:30:00-05:00 100" "2020-03-06 15:30:00-05:00 100" "2020-07-24 13:30:00-04:00 100" Just reading the chart I would not buy on any of those points.

@marianom9729 3 жыл бұрын

The MVP

@trocchiettoski 2 жыл бұрын

that s the most beautiful guitar i have ever seen, which model is?

@matasuki 2 жыл бұрын

This should be mandatory part of high school education

@kamaljeetsahoo4752 3 жыл бұрын

It would be great if you can show us how to plot trendlines from the candlestick charts from the ohcl data

@kyleyoung4974 3 жыл бұрын

Larry you are indeed the best. FWIW tho, you would need one hell of a fast computer to be reviewing all these patterns for every time period for every stock symbol concurrently. Like honestly I think Google has that crazy fast computer that might be able to do it; or i'm sure you could own racks and racks of servers but my point is simply a basic macbook or pc isn't going to cut it..

@parttimelarry 3 жыл бұрын

True, this is just a simple example on the Macbook that anyone can follow. As far as deployment and scalability of servers, I cover AWS, Heroku, and other cloud services on this channel. An individual at home can spin up the same Amazon EC2 and Google Compute instances that the largest tech companies in the world use. I know because I work at one of them :). On my more recent videos, I am discussing Docker Containers. If you have the need to parallelize or scale a lot of computation, you can use Amazon Elastic Load Balancer and Elastic Container Service and set up a rule to spin up as many instances as you want. But that is probably beyond the scope of what I will teach in this channel. Let me know if there is anything specific you would like to see as far as server development.

@connectrRomania 2 жыл бұрын

Very appreciate your video, is there a library that can detect these types of patterns : Ascending triangle, Descending triangle, Symmetrical triangle, Double top, Double bottom, Head and shoulders, Rounding bottom, Cup and handle

@stevenaohio 3 жыл бұрын

BTW - your awesome!

@AlexJaeger716 3 жыл бұрын

Can you make a video with real time alpaca date and ta-lib indicators such as RSI & BBANDS

@ithaca2076 3 жыл бұрын

this dudes robot voice is getting good

@wavanstore925 3 жыл бұрын

Can you please tell how to find pivot points and support and resistance and chart pattern recognition? Please

@minkeshpate 3 жыл бұрын

Nice video. Thanks for sharing. I have one doubt here. Suppose we have one min data and we want to do same thing for intraday. How to convert those data into different timeframe and apply this TALIB functions ? e.g. 5 min Morning Star pattern. (Csv has 1 min data)

@albertos4850 3 жыл бұрын

I will have to run the test myself, I am just thinking would that pattern have been detected on real time on the 24th? or is it because you have historical data that it can analyse the next days candle sticks? thx for the great content

@hamad.learns 3 жыл бұрын

Thanks for the awesome vid Larry ! Now how do we figure which ones are most reliable signals ? Have you managed to test which one is the most accurate ? If so, do you mind sharing your findings ?

@cyberft 7 ай бұрын

Most of the patterns now have the opposite profile. It also varies from Asset to asset how they perform and what they portend.

@furk1n3d58 3 жыл бұрын

Hey very great content! Thank you for your time and energy. Iit would be really great to know how to apply pattern recognition to get in and also out. Don't you recommend to combine indicators like RSI and Channeling for example? I would be really appreciated if you could focus a little bit on day trading. You might show indicators or logics for short term trades and also compare it to mid term ones probably? I am really curious about the in and out logics applied on real time trades.

@aryalsubsc 3 жыл бұрын

Perfect !! Impressive ! But my country's stock could not found on yfinance so I could manage with scraping all those OHLC (Open,High,Low,Close,Volume,Date) and saved all in a folder with filename as company symbol(company.xlsx). Could you help me how could I use those file for pattern recognization and build screener as you did offline. I am using similar structure with your (Dataset\Daily\) for storing files.

@hamad.learns 3 жыл бұрын

Hi Again! Why do you use close rather than the adjusted close?

@delhitepawan5804 2 жыл бұрын

You should change channel ne to "full time Larry"... good 👍

@freedomsfreeway3501 3 жыл бұрын

Love from india

@sidrocking15 3 жыл бұрын

Hey i had a question so these ta lib candle patterns are only recognized on daily candles or we can set it for different time frames too?

@AlexJaeger716 3 жыл бұрын

for the end date on yahoo finance is it possible to use a datetime object for the current day/time so that it will always update the day when trying to find the close price?

@guillaumejames4222 3 жыл бұрын

Does anyone knows how to correctly installed TA-Lib. I am using Python 3.7 and working on macOS

@jyking3162 2 жыл бұрын

Hi Larry, if i want to use this with the indian stock exchanges data, how do i change the symbols and also download and link the stocks data from the exchange?

@BilalMalik-dy7yr 4 жыл бұрын

This is a very helpful tutorial. It's great for analyzing historic data. How can we apply this method going forward on live realtime data?

@US100 4 жыл бұрын

Use technical analys to trade

@parttimelarry 4 жыл бұрын

Thanks, applying it to most recent data in the video I am uploading tomorrow. Will do more real-time soon as well.

@maxs.8146 3 жыл бұрын

You can use finnhub

@solobloke8116 3 жыл бұрын

Hi! TA-Lib seems to be quite unstable and behaves however it wants from user to user. My problem is that the pattern detection functions return only the result column, whereas dates column would be quite useful obviously. Can't seem to find the issue, some kind of version tweak it seems.

@StefanWelker 3 жыл бұрын

On thing that i would like to ask here is: how are these patterns sensitive to the sampling, because the candles are basically a discretization of a faster movement, and the patterns appear different based on where the start and end of a candle discretization interval lies. Is there a reason to believe these patterns are not extremely sensitive to the discretization ? is there patterns that do appear regardless of the phase of the candle? it would be interesting to have the raw price data and build candles from x0 to xi and then from x1 to xi+1 , x2 to xi +2 and so on , also the length of the candle i could be varied, my intuition is that the patterns do somewhat also appear , but there may be some that are just not detectable by pure luck because the sampling is the way it is.

@ArunSharma-bd8fw 3 жыл бұрын

Can we do something like this to get harmonics?

@mahdikazempour1677 2 жыл бұрын

If you face problem on installing TA-Lib on Mac, you can try these commands: brew install ta-lib export TA_INCLUDE_PATH="$(brew --prefix ta-lib)/include" export TA_LIBRARY_PATH="$(brew --prefix ta-lib)/lib" pip install ta-lib

@waynefilkins8394 4 жыл бұрын

Fun to play around with, but it's all quiet saturated. Might help if you combine with other strategies though.

@waynefilkins8394 4 жыл бұрын

You may have more success at this though because you're using a very high volume chart on 1D candles and i'm doing intraday.

@zacharyfarber5822 2 жыл бұрын

is there a way to get 1minute price data instead of daily?

@DanielBrenes 2 жыл бұрын

I prefer Forex to Stocks. What resources are available? Can I amend the code and add Currency pairs to the dataset to both the index and Symbols.csv?

@bricomagia4952 3 жыл бұрын

Hi Larry. Thank you for sharing your knowledge. You are doing a great job communicating and making it to look simple. I’m not very knowlegable in Python, so I aplogize if my question is not profound. But it could help others too... I cannot run the line: num = talib.CDLMORNINGSTAR(data['Open'], data['High'], data['Low'], data['Close']) It rises this error: TypeError: Argument 'open' has incorrect type (expected numpy.ndarray, got Series) I tried with: num = talib.CDLMORNINGSTAR(data['Open'].values, data['High'].values, data['Low'].values, data['Close'].values) But it returns the result without the Dates column, which is quite useful when filtering the data down with: print(num[num != 0]) How can I go arround this? Thank you in advance.

@bricomagia4952 3 жыл бұрын

Just in case someone else runs into this same problem, I found the solution by just updating python3 to the last version and making sure the right interpreter is selected in VSCode. Everything worked smoothly after this :D

@nisharoy3631 Жыл бұрын

Can we do the same in google colab?

@jinx.love.you. 2 жыл бұрын

the funny thing is that if you experience one of those moments you really don't need confirmation or anything... the sense of this is ok... and it's pretty valuable in all honesty. but the reason why engulfing pattern is a thing... is because the price is really toooooo low. During the week... stocks like coca cola were yielding 7% the stock was at 45 - 47 usd... which is a great price This can help out to scout levels but you must have already a good idea on what you are buying and why.

@William_sJazzLoft 3 жыл бұрын

Can TA-Lib be adapted for use in a virtual programming environment? (e.g. Google Colaboratory)

@GamingOzzz 3 жыл бұрын

yep

@gauravkarki623 3 жыл бұрын

Hi, I am little bit confused that you are using historical data from jan to july. And you are recognising pattern and getting result for 24th march. But how would you use this result for trading in month of august?

@creative_cooper 2 жыл бұрын

Does this work for a 5-minute chart?

@learn_to_code_with_me 3 жыл бұрын

You should start a Kofi page. (Lets folks tip you for your work, or you could include a btc address etc for people to send tips to).

@parttimelarry 3 жыл бұрын

I think I will do this. I was originally looking at a PayPal link, but it looks like those Donate buttons are primarily for charity causes. Also, some people use Patreon, but I don't want to have any monthly memberships or anything. I would rather it be something like this - buy me a beer / coffee. Will check out Kofi and compare to buymeacoffee.com and choose one. I also noticed KZfaq added an "Applause" button on some channels as an experimental feature that is similar, but I don't have it available on my channel, I think they are testing it out still.

@learn_to_code_with_me 3 жыл бұрын

@@parttimelarry I did some experimenting with Patreon, its ok..but their fees are quite high for what they are. (~18% per month) But yeah, some type of tip system would be great, I'm sure many folks, myself included, would be happy to buy you a drink.

@ashimshrestha7170 3 жыл бұрын

@Novacasa88 3 жыл бұрын

When I try to run CDLMORNINGSTAR it says TypeError: Argument 'open' has incorrect type (expected numpy.ndarray, got DataFrame). Why didn't you have this issue? I guess I converted this to numpy.ndarray but then says I have the wrong dimensions ... sigh.

@dineshbatt274 Жыл бұрын

Color of the candle is important when come to pattern , does TALIB pattern function will take care of that.

@elclis1549 Жыл бұрын

It something you have to specify if you want to code any candle pattern. If close > open color = green . If close

@week3106 2 жыл бұрын

hey Larry, In this video you are using the pattern from a common python library. Is there a way to make the system work with your own candlestick pattern?

@elclis1549 Жыл бұрын

I can code any pattern for you.. any candle pattern you need

@week3106 Жыл бұрын

@@elclis1549 Let me know if it is possible to make a custom alarm for TradingView as well. My system is based on candlestick patterns. Is that possible to make a custom idicator for different instruments? For example: I have 3 bull candles and two of them have bodies larger than their wicks. The 3 rd candle looks like a "hammer" candle but it didn't close at the middle but 2 ticks higher. So I need the indicator to give me a signal once the requirement is met and avoid the signal once I use the same indicator for another instrument. In another words it has adjust to each instrument

@mezseyoum5148 3 жыл бұрын

quick question i noticed you used -r when you did pip3 install. I can't find that flag anywhere in the docs. what is it doing?

@parttimelarry 3 жыл бұрын

If you have a list of dependencies in a file called requirements.txt, you can install every package in the file using pip install -r requirements.txt

@mezseyoum5148 3 жыл бұрын

@@parttimelarry got it thanks!

@ralvarezb78 3 жыл бұрын

Why is yout video distorted ?

@PavelSumik 4 жыл бұрын

I have Python 3.8 and Sublime Text 3 and via -r requirements.txt it doesn't work and also cannot make pip install TA-Lib, what to do, I am newbie

@maxs.8146 3 жыл бұрын

Have you solved this problem?

@GamingOzzz 3 жыл бұрын

use google colab

@NareshKumar-fh9qn 3 жыл бұрын

Can you describe higher high and lower low strategy using python

@NareshKumar-fh9qn 3 жыл бұрын

Although you are going great work.

@NareshKumar-fh9qn 3 жыл бұрын

And trend lines as well sir.

@olivierkehloul963 Жыл бұрын

what program is he using to store the code??

@parttimelarry Жыл бұрын

Visual Studio Code

@rverm1000 4 жыл бұрын

can you decribe how to install ta-lib into python . python on the he computer doent recognize ta-lib.

@parttimelarry 4 жыл бұрын

Which OS are you on?

@rverm1000 4 жыл бұрын

@@parttimelarry i got it installed pip install some wheelprogram.whl

@macktheknife2037 2 жыл бұрын

@@parttimelarry Big Sur 11.2

@eventhatsme 2 жыл бұрын

You cherry-picked the engulfing pattern for the date for the second reversal. Would it be a good idea to use the first engulfing pattern preceeding a morning star as a buying point?

@parttimelarry 2 жыл бұрын

Can't remember what I did on this video since it was a couple years ago, but probably best to run it through one of the backtesters I discuss on the channel to see what works best. Humans like me are bad at testing a lot of results and are often biased and prone to cherry picking as you point out.

@highdrater 11 ай бұрын

What IDE do you use?

@parttimelarry 11 ай бұрын

I use VS Code

@stevenaohio 3 жыл бұрын

Problem - talib not detecting morning start for SPY on 2020-03-24. I do receive hits for engolfing. I have ubuntu 20.04, python 3.8.2, TA-lib 0.4.19. I see you are running python 3.7. in video. What version of TA-Lib are you running. Should I downgrade pthyon or TA-lib?

@rla3lvp 3 жыл бұрын

Same for me, no morning star from january 2019 to august 2020. But the engulfing pattern does show several hits on the same timeframe

@mannyinwang9053 3 жыл бұрын

How did you install TA -Lib in ubuntu? I have been trying so hard to install it

@rla3lvp 3 жыл бұрын

@@mannyinwang9053 If I remember it well, the tricky part was to first install the ubuntu TA-Lib package, and then to install the related python module. I figured it was because it's a C library at core, so you can't install it directly on python. Did you try this one : ideaorchard.wordpress.com/2015/01/16/installing-ta-lib-ubuntu/

@mannyinwang9053 3 жыл бұрын

@@rla3lvp I tried the instruction on the site you sent and it still does not work. Getting this error: ERROR: Command errored out with exit status 1: command: /usr/bin/python3 -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/tmp/pip-req-build-tc0yr043/setup.py'"'"'; __file__='"'"'/tmp/pip-req-build-tc0yr043/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"' '"'"', '"'"' '"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' egg_info --egg-base /tmp/pip-pip-egg-info-09pnk146 cwd: /tmp/pip-req-build-tc0yr043/ Complete output (5 lines): Traceback (most recent call last): File "", line 1, in File "/tmp/pip-req-build-tc0yr043/setup.py", line 3, in from Cython.Distutils import build_ext ModuleNotFoundError: No module named 'Cython'

@mannyinwang9053 3 жыл бұрын

@@rla3lvp I installed cpython but have a different error.

@hermanwong7621 3 жыл бұрын

Anyone else figured how to install TA-lib on python 3.8? I am using window....

@JoaoSantos-iz1vq 3 жыл бұрын

I downloaded from the Talib page and installed with pip. I think this video describes the process. kzfaq.info/get/bejne/Y9p4dqR2v-C5mJc.html

@fferrandini 3 жыл бұрын

i'm very new to TA, still have lot to study, it would be great to see a tutorial showing how you can combine indicators to make decisions on creating orders to buy or sell. my project is to develop a short term trading bot, because the long i already take care myself .. in the crypto world, short term trading is very difficult because you have 192819281982 bots running and you cant make your orders in time lol.

@parttimelarry 3 жыл бұрын

Did you watch this one: kzfaq.info/get/bejne/fcqcect3m83Oe6M.html I think that one is what most people want, it is continuation of the binance work and shows subscribing to websocket data and making indicator based trades. This just uses RSI for the example but you can plug in whatever you want in that part.

@jayshildeshmukh9784 Жыл бұрын

Make for mt5

@joeweinstein1025 2 жыл бұрын

I don't understand any of this stuff. Can I buy a program from you that I can use on my computer?

@parttimelarry 2 жыл бұрын

This is a financial programming tutorial channel, I don't have any software for sale

@joeweinstein1025 2 жыл бұрын

@@parttimelarry Happy 4th! Understood. I'll have to spend some time concentrating on this. That looks like it could potentially be pretty powerful. Can you recommend a beginning point for someone that has never done anything like this?

@jerryhanon4158 4 жыл бұрын

TA-Lib is an absolute chore for anyone on windows.

@hersheybar7286 4 жыл бұрын

Why's this?

@jerryhanon4158 3 жыл бұрын

@@hersheybar7286 I had difficulties with it, I was probably incorrect to say "for anyone". There are a few more steps needed on windows, though.

@sokakopa2134 3 жыл бұрын

Video is very instructive but why would someone make a trading bot that utilises bullshit Candlestick-TA? What winning rate? What testability? This is inane.

@parttimelarry 3 жыл бұрын

Thanks for the comments, hope you find what you are looking for.

@sokakopa2134 3 жыл бұрын

would love to watch a video from you about modelling volatility with a garch model, or ornstein or what not. This not much a critic of you or your videos, but more about the idea that TA is the only way. Whereas it is a bunch of pseudo scientific self-fulfilling assumptions bundled together.

@parttimelarry 3 жыл бұрын

Sure, I will add to the roadmap. But yes, this video is a tutorial on TALib, so it's definitely going to have either indicators or candlestick patterns since that is what the library does. Backtesting tutorials are in my videos on backtrader. I agree with adding more variety - will be discussing numerai competition and Advances in Financial Machine Learning in the future. Thanks for providing some specifics on what you want to see, this is helpful.

@slavakrivonosov Жыл бұрын

Didn't work for me sadly, I tested this with Binance API and yfinance, most of the patterns it recognised are trash

@sudharsonathmananthan9991 2 жыл бұрын

Talib not good enough You can't beat Share market it's more complex than some py code.

@marcomargara 10 ай бұрын

Se sei un neofita, questo video é inutila. L'autore infatti non menziona come configurare windows per installare un ambiente virtuale. Ho dovuto cercare per settimane per capire come arrivare a fare il software. In pratica, l'autore sta facendo un video per chi sa giá programmare. Chi sa come programmare non ha bisogno di vedere questo video. Quindi il video é pressoché inutile.

@tb-cg6vd Жыл бұрын

Most expensive book I ever bought and a complete waste of money - the sophisticated patterns rely upon gaps to in opening & closes which don't happen on 24hr day-trading platforms, the rest of it is obvious! (if you can't spot bearish or bullish engulfing patterns without a book good luck).