Algo trading

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Objective:

The goal of this project is to develop a robust algorithm for trading in trendy markets, enhancing the existing capabilities for identifying and capitalizing on trends. Additionally, we aim to implement a mechanism within the algorithm to intelligently detect sideways market conditions and abstain from executing trades during such periods.

Components:

Trend Identification:

Employ advanced technical indicators such as moving averages, MACD, and ADX to accurately identify the presence and strength of market trends.

Volatility Measurement:

Integrate volatility indicators, such as Bollinger Bands and Average True Range, to gauge market volatility, a key factor in distinguishing trending from sideways markets.

Pattern Recognition:

Develop algorithms for pattern recognition to identify common patterns associated with trending and ranging markets. This includes analyzing price movements and patterns to enhance trend identification accuracy.

Sideways Market Detection:

Establish specific criteria for classifying a market as sideways based on a combination of low volatility and the absence of clear trends. Implement a robust mechanism to differentiate between trending and sideways market phases.

Trade Decision Logic:

Implement decision-making logic that activates the algorithm for opening and closing trades in trending markets based on the existing strategy. Simultaneously, incorporate a mechanism to avoid taking trades during identified sideways market conditions.

Adaptive Parameters:

Develop adaptive parameters to dynamically adjust the algorithm's sensitivity to changing market conditions, ensuring optimal performance in various environments.

Backtesting and Optimization:

Conduct comprehensive backtesting to evaluate the algorithm's performance under diverse market conditions. Optimize parameters based on the backtesting results to enhance accuracy and effectiveness.

Risk Management:

Integrate risk management protocols to control exposure during uncertain market conditions. Include features such as position size limits and temporary suspension of trading during ambiguous market phases.

Outcome:

The project aims to deliver an advanced trading algorithm capable of identifying and capitalizing on trends while intelligently avoiding trades during sideways market conditions. Through rigorous testing, optimization, and risk management integration, the algorithm will provide a reliable tool for maximizing returns in trendy markets while minimizing exposure during uncertain periods.

Python Matlab and Mathematica Machine Learning (ML) SQL Excel

ID dự án: #37512841

Về dự án

9 đề xuất Dự án từ xa 1 tháng trước đang mở

9 freelancer chào giá trung bình₹22278 cho công việc này

AbhyudayaCodes

Hi, Sir/Madam ! Warm Greetings !! We are a team of expert algo trading systems developers, having vast experience in algo trading field, mainly using Python. We have built the following types of algos: > NSE/MCX Marke Thêm

₹70000 INR trong 35 ngày
(17 Nhận xét)
6.0
AlgoX

Hi There, I am a professional day trader with a dedicated team of skilled Python developers who excel in creating robust and efficient fully automated trading systems. Our primary focus lies in the development of com Thêm

₹65000 INR trong 30 ngày
(6 Nhận xét)
4.2
loxtic

Hi, I have considerable experience with algo trading bots, using various parameters and indicators. Can demo previously deployed bots if needed. What sort of front end is required? Let me know further information if in Thêm

₹25000 INR trong 7 ngày
(5 Nhận xét)
3.4
muokapwambua

Hello! Being a Python developer with forex domain knowledge and 5 years of experience building, and deploying algo trading systems, and a strong background in machine learning to help in developing algorithms for patte Thêm

₹15000 INR trong 7 ngày
(4 Nhận xét)
2.5
naseeb1995

Hi there, my name is Naseeb and I'm an experienced digital marketing expert with 10 years of experience in the field. I have worked on projects such as Youtube monetization, Youtube channel and video SEO, Youtube views Thêm

₹1500 INR trong 7 ngày
(2 Nhận xét)
3.2
wolterminshu

Hello Sir , I am excited to present my freelance services, offering a unique blend of expertise in Excel, Python, MATLAB, Mathematica, and Machine Learning. As a seasoned freelancer, I bring a wealth of experience and Thêm

₹2000 INR trong 7 ngày
(0 Nhận xét)
0.0
techindia999

Hi Greetings! We are a team of software developers. We have developers working on almost all the technologies. We will assign you a project manager who will assist you during the entire process of project completion. Thêm

₹12500 INR trong 5 ngày
(0 Nhận xét)
0.0