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Machine Learning Researcher
2 months ago
At Jane Street, we're seeking a skilled Machine Learning Researcher to join our team. As a critical pillar of our global business, machine learning plays a vital role in our trading environment. Our unique, rapid-feedback platform allows us to experiment with new ideas and incorporate them into our systems with minimal friction.
The successful candidate will be responsible for building models, strategies, and systems that price and trade thousands of financial instruments algorithmically. This involves processing vast amounts of data, produced by adversarial markets, that evolve daily. Signals are subtle, and noise is high.
We're looking for individuals with advanced machine learning experience in either an applied or academic context. A strong candidate should possess a deep understanding of various ML techniques and a passion for iterating with model architectures, feature transformations, and hyperparameters to generate robust inferences. We move quickly, and we need people who can rapidly absorb the context of a new problem, carefully consider tradeoffs, and recommend possible solutions.
You'll have the opportunity to learn how Jane Street applies advanced machine learning and statistical techniques to model and predict moves in financial markets. Through a series of classes and activities, you'll analyze real trading data via access to our growing GPU cluster containing thousands of A/H100s. You'll gain an understanding of the differences between textbook machine learning and its application to noisy financial data.
Please note that, due to the IP-sensitive nature of machine learning research at Jane Street, it's unlikely that any research findings associated with the internship will be suitable for outside academic publication.
About YouWe don't expect you to have a background in finance – we're more interested in how you think and learn than what you currently know. You should be:
- An undergraduate, PhD student, or postdoc with practical experience working on ML problems
- Able to apply logical and mathematical thinking to all kinds of problems
- Intellectually curious – asking great questions is more important than knowing all the answers
- A strong programmer in Python
- An open-minded thinker and precise communicator who enjoys interacting with colleagues from a wide range of professional backgrounds and areas of expertise
- Eager to ask questions, admit mistakes, and learn new things
- Fluent in English
Jane Street will provide flights to and from Hong Kong, as well as accommodation throughout the program.
