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High-Performance Algorithmic Trading Using AI: Strategies and insights for developing cutting-edge trading algorithms (English Edition)

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Book Details
Language
English
Publishers
BPB Publications (8 Aug. 2024)
Weight
0.62 KG
Publication Date
08/08/2024
ISBN-10
9365895871
Pages
358 pages
ISBN-13
9789365895872
Dimensions
19.05 x 2.06 x 23.5 cm
SKU
9789365895872
Author Name
Melick R. Baranasooriya (Author)
Melick Rajee Baranasooriya is a highly accomplished Senior Enterprise Architect, Co-Founder of a AI Technology Start-Up with a wealth of international experience in establishing digital technology footprints, delivering financial solutions, aligning enterprise technologies, and driving digital strategies, architectural governance, and data-driven decision-making. His expertise spans capital markets, trading and index domains, as well as engagement with fintech solutions and government entities.Melick has demonstrated his proficiency by earning a Master's and two Bachelor's degrees in Information Technology, along with the globally recognized TOGAF 9.2 Enterprise Architecture certification. As a technology leader, he holds the prestigious Microsoft Most Valuable Professional award and actively engages with global communities and enterprises. His achievements in multiple domains, such as data science and IoT, have enabled him to analyze complex problems with innovative approaches.Read more about this authorRead less about this author
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Description"High-Performance Algorithmic Trading using AI" is a comprehensive guide designed to empower both beginners and experienced professionals in the finance industry. This book equips you with the knowledge and tools to build sophisticated, high-performance trading systems.

It starts with basics like data preprocessing, feature engineering, and ML. Then, it moves to advanced topics, such as strategy development, backtesting, platform integration using Python for financial modeling, and the implementation of AI models on trading platforms.

Each chapter is crafted to equip readers with actionable skills, ranging from extracting insights from vast datasets to developing and optimizing trading algorithms using Python's extensive libraries. It includes real-world case studies and advanced techniques like deep learning and reinforcement learning.

The book wraps up with future trends, challenges, and opportunities in algorithmic trading. Become a proficient algorithmic trader capable of designing, developing, and deploying profitable trading systems.

It not only provides theoretical knowledge but also emphasizes hands-on practice and real-world applications, ensuring you can confidently navigate and leverage AI in your trading strategies. Key Features● Master AI and ML techniques to enhance algorithmic trading strategies.

● Hands-on Python tutorials for developing and optimizing trading algorithms. ● Real-world case studies showcasing AI applications in diverse trading scenarios.

What you will learn● Develop AI-powered trading algorithms for enhanced decision-making and profitability. ● Utilize Python tools and libraries for financial modeling and analysis.

● Extract actionable insights from large datasets for informed trading decisions. ● Implement and optimize AI models within popular trading platforms.

● Apply risk management strategies to safeguard and optimize investments. ● Understand emerging technologies like quantum computing and blockchain in finance.

Who this book is forThis book is for financial professionals, analysts, traders, and tech enthusiasts with a basic understanding of finance and programming. Table of Contents1.

Introduction to Algorithmic Trading and AI2. AI and Machine Learning Basics for Trading3.

Essential Elements in AI Trading Algorithms4. Data Processing and Analysis5.

Simulating and Testing Trading Strategies6. Implementing AI Models with Trading Platforms7.

Getting Prepared for Python Development8. Leveraging Python for Trading Algorithm Development9.

Real-world Examples and Case Studies10. Using LLMs for Algorithmic Trading11.

Future Trends, Challenges, and Opportunities. .

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