Location
Mumbai | India
Job description
********* Please note that the position is not location specific **************
We are looking for people who can explore new ideas, design and implement next-generation architectures/techniques in image/video, language, audio and multimodal space. You should be motivated to push the boundaries not just in state-of-the-art performance, but also in balancing performance in terms of inference speed and compute resource usage. You will collaborate with a multidisciplinary team of researchers, engineers, and data scientists to develop and deploy practical and scalable solutions to real-world challenges in areas such as domain-based instruction fine-tuning LLMs, improving text to image and foundational models, to name a few. Your work will have a direct impact on the development of our AI-driven products and services.
Responsibilities:
- Conduct research and stay up to date with the latest advancements in computer vision, NLP, deep learning, RL and related fields.
- Design and develop novel and next generation of deep learning algorithms, models, and techniques to address specific problem domains.
- Document research findings, methodologies, and experimental results in technical reports, blogs and papers.
- Publish research findings and contribute to conferences, workshops, and other scientific forums.
- Collaborate with engineering and business teams on model deployment and customized training respectively.
Qualifications:
- Extensive understanding of advanced DL or generative architectures/techniques like diffusion architectures, attention models, LLMs, SAM, RLHF etc
- Have a track record of coming up with new ideas or improving upon existing ideas in deep learning quickly, demonstrated by accomplishments such as first author publications or published/deployed projects or impactful blogs.
- Ability to efficiently work on a modern deep learning stack, such as Python, PyTorch, and GPU-enabled compute, eg writing non-trivial custom architecture in Pytorch.
- Ability to iterate quickly on open-source codebases with attention to backwards compatibility, usability, and readability.
- Creative, fast-paced executor, detail-oriented, eager to learn, acquire new skills.
- Ability to work effectively in a collaborative team environment and take ownership.
- Strong belief in a positive-sum game, valuing cooperation and collaboration over zero-sum competition.
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