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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

• KNN

• Random Forest

• SVM

• ANN

• 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.

Kĩ năng: Khoa học dữ liệu, Phân tích tài chính, Machine Learning, Python, Phân tích thống kê

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Về Bên Thuê:
( 1 Nhận xét ) TP, Taiwan

ID dự án: #17328560

29 freelancer đang chào giá trung bình $618 cho công việc này

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$555 USD trong 10 ngày
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6.5
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(34 Nhận xét)
5.8
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5.8
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5.7
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5.1
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5.2
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(14 Nhận xét)
4.3
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3.2
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2.4
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1.2
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0.0
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0.0