Deep Learning for Stock Prediction/ Quantitative Trading Strategies

Part 1: Data Collection

• Technical historical (price, volume, OHLC changed percentage)

• Technical Indicators (MA, MACD, Momentum, CCI, RSI, …)

• Fundamental data (Key ratios, finance statement)

• Macroeconomics ratios (GDP, CPI, Job, Interest rate, …)

• Sentiment data (Google news, Social networks)

Part 2: Data Preprocessing

• Dummy variables

• Concatenate data frames

• Missing data

• Scaling data

• Feature processing using ensemble feature selection

o Increase the dimension

o Reduce the dimension

o Avoid overfitting

o Select the optimal feature selection. Since then we also find out some strategies (Decision tree/Association Rules, etc.

Part 3: Machine Leaning and DL Models

1. ML model

• Regression


• Random Forest



• Deep Learning (LTSM,HTM, Tensorfow, etc)

2. Evaluation

Part 4: Portfolio Construction/Optimization

• Strategies

• Portfolio Combination and permutation

• Portfolio Allocation

• Portfolio Optimization

Part 5: Backtest

Quantopian Zipline

Require freelancer have experienced in Quantitative Trading.
Prefer Academic professional in Quants/Machine Learning in Finance

If you are confident please inbox direct to me.

Compétences : Science des données, Analyses financières, Apprentissage Automatique, Python, Analyses statistiques

en voir plus : deep learning algorithmic trading, deep learning trading github, lstm trading, applying deep learning to enhance momentum trading strategies in stocks, deep learning stock prediction, neural network trading strategy, high-frequency trading strategy based on deep neural networks, deep learning trading python, trading strategies, example trading strategies, freelance programmer wanted writing trading strategies mql4, quantitative trading getafreelancer, afl trading strategies, auto trading strategies ninja, backtesting trading strategies excel, outsourced backtesting trading strategies, stock trading data collection mining output, trading strategies afl, binary option trading strategies, means clustering quantitative trading

Concernant l'employeur :
( 1 commentaire ) TP, Taiwan

Nº du projet : #17328560

28 freelance font une offre moyenne de $621 pour ce travail


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