Description Company Profile Morgan Stanley is a global financial services firm and a market leader in investment banking, securities, investment management and wealth management services. With offices in more than 43 countries, the people of Morgan Stanley are dedicated to providing our clients the finest thinking, products and services to help them achieve even the most challenging goals. As a market leader, the talent and passion of our people is critical to our success. We embrace integrity, excellence, team work and giving back. Technology The Technology division partners with our business units and leading technology companies to redefine how we do business in ever more global and dynamic financial markets.
Our sizeable investment in technology results in leading-edge tools, software, and systems. Our insights, applications, and infrastructure give a competitive edge to clients’ businesses—and to our own. Institutional Securities Technology (IST) develops and oversees the overall technology strategy and bespoke technology solutions to drive and enable the institutional businesses and enterprise-wide functions. Our clients include Fixed Income, Equities, Commodities, Investment Banking, Research and Global Capital Markets. We are also responsible for Pioneer and Application Infrastructure groups that look to develop foundational strategies, tools and technologies that are leveraged across Technology, as well as standardized data and enterprise-wide services to provide leverage to the Firm's businesses. Position Description: Morgan Stanley's AI Center of Excellence (AI-COE) responsible for working with business and IT teams across the firm to solve mission-critical problems. We are a highly motivated and collaborative team consisting of AI researchers, data scientists, machine learning engineers and members from academia. Our team is uniquely positioned to apply advanced AI to the most important problems in finance. NLP Research Scientist Morgan Stanley Artificial Intelligence Center of Excellence (AI-COE) is responsible for helping the firm harness the full potential of AI and Natural Language Processing. We are a highly motivated and collaborative team consisting of AI researchers, machine learning engineers and members from academia. Our team is uniquely positioned to research and apply state-of-the-art machine learning and NLP to mission-critical business cases. Responsibilities: - Lead AI projects and develop models in collaboration with strats, quants and traders - Independently work on end-to-end development of models using trading data, market data, alternative data and data from other internal/external data sources - Manage and mentor a group of researchers - Work with stakeholders to refine requirements and communicate progress - Drive idea generation, rapid prototyping and iterative model development - Study recent research and conduct original research - Be an advisor in one or more areas of machine learning - Attract top AI talent - Speak in internal and external forums Qualifications Required: - Research level understanding of core machine learning fundamentals - In-depth knowledge of deep learning architectures such as CNN, RNN, Auto Encoder, GAN and VAE - Strong command over linear algebra and statistics - Experience in leading a team of researchers and research engineers - Ability to quickly translate ideas to efficient, elegant code in Python and Tensorflow - Experience in model tuning and parallel model exploration - Ability to combine traditional techniques and cutting-edge research to develop novel models - Excellent communication and presentation skills - Expertise in one or more areas of applied machine learning such as NLP, Computer Vision or Signal Processing - PhD in Computer Science with focus on Machine Learning or related field Desired: - Experience in time series analysis and sequential data using ARIMA, Kalman Filters, HMM, RNN etc. - Reinforcement learning experience in continuous state/action space is highly desirable - Experience in Bayesian Modeling using MCMC, SeqMC and newer techniques like Variational Bayes - Research publications Knowledge of French and English is required. Morgan Stanley is an equal opportunities employer. We work to provide a supportive and inclusive environment where all individuals can maximize their full potential.
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