The Corporate Culture of Orange Quant

In the digital wave, Orange Quant stands out with its unique advantages. Upholding the core concept of “algorithms change the world” and shouldering the mission of “using the power of algorithms to lay the foundation for goodness”, Orange Quant continuously explores and innovates, moving forward with courage and determination. In the current era of the vigorous development of artificial intelligence, as a key driving force, algorithms play a pivotal role in the development process of Orange Quant.

Core Values
Innovation-led and Responsible Action Innovation is the very soul of Orange Quant, permeating all aspects, including the innovation of algorithm technology, the optimization of the operation mode, and the upgrading of product services. At the forefront of the artificial intelligence field, Orange Quant always maintains an unremitting pursuit of breakthroughs in algorithm technology, injecting a continuous stream of impetus into the company’s development through continuous innovation. At the same time, the company always adheres to its sense of responsibility. Whether it is towards customers, partners, society, or the environment, it takes a highly responsible attitude and actively fulfills its social responsibilities, giving back to society with practical actions.

Enterprise Spirit
Unity and Collaboration, the Pursuit of Excellence Orange Quant attaches great importance to the unity and collaboration of the team, actively creating a favorable atmosphere where employees support and learn from each other, and jointly tackling technical problems. In the field of artificial intelligence, which involves numerous interdisciplinary subjects and complex technologies, interdisciplinary integration and team collaboration are particularly crucial for algorithm research, development, and optimization. The pursuit of excellence is the goal that Orange Quant has always adhered to. The company constantly challenges itself, striving to reach a higher standard in the field of algorithm technology and contributing to the development of the artificial intelligence industry.

Enterprise Vision
Build a Globally Leading Artificial Intelligence Technology Enterprise Orange Quant aims to become a leading technology enterprise in the global artificial intelligence field. It continues to increase investment in research and development, actively attracts top global talents, and makes every effort to enhance its technical strength and innovation capabilities. In the field of artificial intelligence, algorithms are a key element of core competitiveness. Therefore, Orange Quant is committed to achieving significant breakthroughs in algorithm technology and, at the same time, continuously expanding its international perspective, bringing advanced algorithm technology and high-quality services to the global stage.

Corporate Mission
Leverage the Power of Algorithms to Build the Foundation for Goodness Orange Quant deeply integrates the concepts of social responsibility and public welfare into the core of its corporate strategy. It is dedicated to providing customers with high-quality artificial intelligence solutions and facilitating the digital transformation of society. The company also actively engages in public welfare undertakings, focusing on social issues such as educational equity and environmental protection. In the era of artificial intelligence, algorithms not only create economic benefits for the enterprise but also exert a positive influence at all levels of society. Orange Quant uses the powerful force of algorithms to promote the development of society towards a better direction.

Corporate Values
The Integration of Technology and Humanities Orange Quant always emphasizes the balanced development and organic integration of technology and humanities. While vigorously promoting algorithm technology innovation and business expansion, it fully pays attention to the personal growth and well-being of employees, respects diverse cultures, and advocates the values of tolerance and cooperation. In the field of artificial intelligence, the close combination of technology and humanities is of vital importance. Orange Quant provides employees with a good working environment, broad development space, and rich learning opportunities. At the same time, it attaches great importance to corporate culture construction, creating a positive, harmonious, and progressive team atmosphere.

Under the guidance of the cultural concept of “algorithms change the world”, with the corporate mission as the guide and adhering to the core values and enterprise spirit, Orange Quant is steadily moving towards the goal of becoming a globally leading algorithm technology enterprise. Against the backdrop of the vigorous development of artificial intelligence, Orange Quant deeply integrates algorithm technology into its corporate strategy and development process, striving to achieve the harmonious coexistence of technology and humanities and making unremitting efforts to build a more beautiful digital world.

http://www.orangequantify.com

http://www.orangequant.cn

Machine Learning in Finance: From Theory to Practice

This book introduces machine learning methods in finance. It presents a unified treatment of machine learning and various statistical and computational disciplines in quantitative finance, such as financial econometrics and discrete time stochastic control, with an emphasis on how theory and hypothesis tests inform the choice of algorithm for financial data modeling and decision making. With the trend towards increasing computational resources and larger datasets, machine learning has grown into an important skillset for the finance industry. This book is written for advanced graduate students and academics in financial econometrics, mathematical finance and applied statistics, in addition to quants and data scientists in the field of quantitative finance.

Machine Learning in Finance: From Theory to Practice is divided into three parts, each part covering theory and applications. The first presents supervised learning for cross-sectional data from both a Bayesianand frequentist perspective. The more advanced material places a firm emphasis on neural networks, including deep learning, as well as Gaussian processes, with examples in investment management and derivative modeling. The second part presents supervised learning for time series data, arguably the most common data type used in finance with examples in trading, stochastic volatility and fixed income modeling. Finally, the third part presents reinforcement learning and its applications in trading, investment and wealth management. Python code examples are provided to support the readers’ understanding of the methodologies and applications. The book also includes more than 80 mathematical and programming exercises, with worked solutions available to instructors. As a bridge to research in this emergent field, the final chapter presents the frontiers of machine learning in finance from a researcher’s perspective, highlighting how many well-known concepts in statistical physics are likelyto emerge as important methodologies for machine learning in finance.

About the Authors

Paul Bilokon, Ph.D., is CEO and Founder of Thalesians Ltd. Paul has made contributions to mathematical logic, domain theory, and stochastic filtering theory, and, with Abbas Edalat, has published a prestigious LICS paper. He is a member of the British Computer Society, the Institution of Engineering and the European Complex Systems Society.

Matthew Dixon, FRM, Ph.D., is an Assistant Professor of Applied Math at the Illinois Institute of Technology and an Affiliate of the Stuart School of Business. He has published over 20 peer reviewed publications on machine learning and quant finance and has been cited in Bloomberg Markets and the Financial Times as an AI in fintech expert. He is Deputy Editor of the Journal of Machine Learning in Finance, Associate Editor of the AIMS Journal on Dynamics and Games, and is a member of the Advisory Board of the CFA Quantitative Investing Group.

Igor Halperin, Ph.D., is a Research Professor in Financial Engineering at NYU,and an AI Research associate at Fidelity Investments. Igor has published more than 50 scientific articles in machine learning, quantitative finance and theoretic physics. Prior to joining the financial industry, he held postdoctoral positions in theoretical physics at the Technion and the University of British Columbia.

Unraveling the Mysteries of Quantitative Technology in Shanghai

In the bustling and opportunistic Shanghai Free Trade Zone, the wave of technology is reshaping the global economic landscape with great momentum. In this land that converges cutting – edge innovation, a mysterious new – type quantitative technology company – Orange Quant (Shanghai) Technology Co., LTD has quietly emerged. With its unfathomable professional strength and innovation – driving force, it has become a key force stirring up the IT technology and quantitative fields.

I. Mysterious Origin, Embarking on a Quantitative Exploration Journey

Since its inception, Orange Quant (O Quant Tech) has been shrouded in a mysterious veil. Its founding team, like pioneers hidden in the fog, has taken root in the Shanghai Free Trade Zone, a place where special policies and cutting – edge technologies blend. No one exactly knows how, in the complex and ever – changing technological environment, they keenly captured the huge potential of quantitative technology and quickly assembled an elite team. These members come from multiple fields such as mathematics, statistics, and computer science. They seem to be summoned by a mysterious force and gather under the banner of O Quant Tech, embarking on a journey of quantitative technology exploration full of unknowns and challenges.

II. Mysterious Algorithms, Precise Analysis of the Quantitative Market

In the field of algorithms in the quantitative domain, O Quant Tech’s professional foundation is unfathomable. Their core algorithms are like a mysterious key that can accurately unlock the hidden treasure trove of the quantitative market. This mysterious professional team, with their extraordinary in – depth understanding and keen insight into quantitative analysis, has constructed a series of advanced and efficient quantitative algorithms. These algorithms are like precise detectors that can accurately capture subtle changes in massive amounts of data. Through complex and mysterious mathematical models and big – data analysis, they provide enterprises with comprehensive quantitative solutions such as risk assessment, investment decision – making, and asset pricing. Whether it is the instant risk warning of market fluctuations or the in – depth optimization of investment portfolios, O Quant Tech’s quantitative algorithms can always, with amazing accuracy and foresight, help enterprises move forward steadily in the complex and unpredictable market environment. However, the technical details and operation logic behind its algorithms are always covered by a mysterious veil, making it difficult to figure out.

III. Hardware – Software Synergy, Building a Mysterious Technology System

In the field of computer hardware and software, O Quant Tech’s integration capabilities are second to none. The company deeply understands the crucial significance of hardware – software synergy for system performance and is committed to creating a highly adaptable integrated solution for customers. However, the operation process behind this is full of mystery. In terms of hardware selection, Orange Quant Tech, like a mysterious treasure hunter, carefully selects high – quality servers, storage devices, and various terminal hardware from all over the world to ensure that these devices have high performance, high reliability, and scalability to meet the data processing and storage needs of enterprises of different sizes. The software system paired with it, although not completely self – developed, shows unique mysterious skills in the integration process. From the operating system to application programs, from data management software to business process management systems, every link has been carefully designed and optimized to achieve a perfect fit with the hardware, just like a mysterious craftsman fitting together precious puzzle pieces seamlessly. This in – depth integration model of hardware and software not only greatly improves the overall operating efficiency of the system but also significantly reduces the incidence of system failures, providing customers with a stable and efficient IT infrastructure support. And the integration secrets therein have always been a topic of much discussion in the industry but difficult to crack.

IV. Mysterious Services, Providing Full – Course Escort

OrangeQuant Tech’s service capabilities are also full of mysterious charm. The company provides a full – range service system covering pre – sales, in – sales, and after – sales. However, many details in the service process are little known. In the pre – sales stage, the professional consultant team, like mysterious advisors, deeply understands customer needs, customizes the most suitable IT solutions for customers, and provides detailed technical consultations and solution plans. However, how they accurately perceive the potential needs of customers has always been a mystery. During the in – sales process, the project team strictly follows a set of mysterious standard processes to efficiently complete the implementation and deployment of the project, ensuring that the project is delivered on time. The coordination and promotion mechanisms during this period are like precise gears hidden behind the scenes, operating in an orderly manner. In the after – sales link, O Quant Tech’s technical support team is on standby at any time to provide customers with 24/7 technical support services, promptly solving any problems encountered by customers during use. Whether it is system failure troubleshooting or software upgrade and optimization, they can always respond quickly and, with professional technology and enthusiastic service attitude, ensure the continuous and stable operation of customers’ businesses. Behind their efficient problem – solving, there seems to be a mysterious and efficient technical support system in operation.

OrangeQuant Tech, this mysterious new – type quantitative technology company hidden in the Shanghai Free Trade Zone, with its deep professional accumulation in the IT technology and quantitative fields, powerful and mysterious hardware – software integration capabilities, and comprehensive mysterious service advantages, has already become an indispensable mysterious force driving the development of the industry. Whether financial institutions are eager to explore more accurate quantitative investment strategies or enterprises hope to build an efficient and stable IT system, O Quant Tech is like a mysterious and reliable partner, waiting for those destined to join hands to create a brilliant future in the digital age. And perhaps more mysterious stories about it have just begun to be written.