Completed

Stock Prices Prediction Using Machine Learning and Deep Learning Techniques (with Python codes)

Hi

Want- AI/ML & big data-analytics programmer

Area: Forex market trading

Context: I have bot (EA) with anti-martingale strategy In Mt4 Trading Forex Platform in 1 min chart and doing profit in USA trading time 5:30 pm to 11:30 pm and given good profit in trendy market but not work in sideways market and other than USA market most of days.

Explain the solution with application of ML ,AI and Big data analytics

Solution should give two answer

1 Suitable time to trade (based on historical data and future forcast) ?

2. Suggest suitable trading strategy for a. trendy market b. sideways market

3. What will change in side- ways market get good amount of Profit?

Any Question you can ask.

Approach:

1. Data cleaning: Using basic signal processing algorithms to feed the cleanest input values

2. Data addition- Adding other relevant data if possible: Bid , Ask, Volume, Open, Close etc

3. Feature engineering 1- Using time series mathematical transformations like skew, deviation, lagged values, rolling window variables, time-based feature like vol_afternoon, mathematical transformation like logs etc.

[login to view URL] known indicators to be fed into the algorithm like Bollinger bands, MFI, PCR etc

5. Feature reduction: PCA/t-SNE/UMAP to remove collinearity so that the Neural Network doesn’t get confused with too many dependent variables

6. Unsupervised learning to make clusters of the data before feeding it to the neural networks

7. Hyperparameter Tuning: Looping over hyperparameters to get best AUC values for best performance in production

8. Model Optimization: Looping around data techniques with hyperparameters to optimize the Neural Network

9. Algorithmic visualization: Using visualization tools in Python, we will try to makes sense of algorithm based on the practical understanding of the market and options considered

10. Going a layer deeper, we will segregate types and traits op options where out algorithm gives us best efficiencies to develop more trust in the algorithm

Skills: Python, Algorithm, Matlab and Mathematica, Machine Learning (ML), Software Architecture

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About the Employer:
( 0 reviews ) Vadodara, India

Project ID: #26802081

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scoopfuzzy

Hi I am data scientist and having 5 years of experience in this field. I read your JD . I can help you with all the method approach . I have experience in stock and forex . We can discuss in details. Thanks and Regar More

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OleksandLitkina

Hello, How are you? I am very interested to your job as machine learning expert, who has 7+ years of R&D experiences in ASR, automatic trading indicator, time series prediction. I've inspected and realized many this li More

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Dastaancoder

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HamzaBashirr

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hassani705

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osamaatallah

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