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About Rival: Backed by top VCs and angels, Rival is building a unique 3D content-sharing platform and a first-of-its-kind foundational AI model that converts any 2D video into an immersive 3D experience. Currently a team of 13, Rival has brought together talents from Google, Meta, Amazon, BCG, Morgan Stanley, etc. Project Overview: We are seeking a highly motivated PhD intern to join our team and contribute to an exciting project focused on developing a novel, end-to-end system for converting standard 2D videos into compelling 3D (stereoscopic or depth-based) formats using advanced AI techniques. The goal is to research, design, and implement deep learning models capable of understanding scene geometry, motion, and temporal consistency directly from monocular video input to generate high-quality 3D output automatically. This research has the potential to revolutionize content creation and consumption for VR/AR and 3D displays. Your Responsibilities: Conduct literature reviews on state-of-the-art methods in monocular depth estimation, novel view synthesis, video understanding, and 2D-to-3D conversion. Design, implement, and experiment with deep learning architectures (e.g., Transformers, CNNs, GANs, Diffusion Models) for the 2D-to-3D conversion task. Focus on key challenges such as temporal consistency, handling complex motion, maintaining geometric accuracy, and computational efficiency. Process and manage large-scale video datasets for training and evaluation. Collaborate closely with researchers and engineers to integrate findings into a prototype system. Analyze results, document findings, and present progress regularly. Contribute to potential publications or patent applications based on research outcomes. Required Qualifications: Currently enrolled in / just finished a PhD program in Computer Science, Electrical Engineering, Artificial Intelligence, or a related field. Research focus in Computer Vision, Deep Learning, Machine Learning, or Graphics. Solid theoretical understanding and practical experience in deep learning and computer vision fundamentals. Proficiency in Python and deep learning frameworks (e.g., PyTorch, TensorFlow). Experience working with image and/or video data. Strong analytical, problem-solving, and research skills. Excellent communication and collaboration abilities. Preferred Qualifications: Track record of relevant publications in top-tier CV/ML conferences (e.g., CVPR, ICCV, ECCV, NeurIPS, ICML, SIGGRAPH). Experience specifically with monocular depth estimation, stereoscopic vision, view synthesis, video generation, or 3D reconstruction. Familiarity with video processing tools (e.g., OpenCV, FFmpeg). Experience with large-scale model training and data pipelines. Contributions to relevant open-source projects.

Company: BETA CAPITAL MANAGEMENT (UK) LIMITED Location: Unit 228 Spaces Oxford Street, Mappin House, 4 Winsley Street, London, England, W1W 8HF Salary: £40,000 per annum Job Type: Full-Time About Us: BETA CAPITAL MANAGEMENT (UK) LIMITED is a well-established property consultancy firm offering expert services in the real estate sector. We are looking for an IT Consultant to join our growing team and provide strategic technology support to enhance our business operations and client services. Job Description: As an IT Consultant, you will be responsible for overseeing and enhancing the company's IT infrastructure, ensuring seamless technology operations and providing technical expertise to internal teams. The successful candidate will help optimize business processes and develop IT solutions that align with the company's goals. Key Responsibilities: Evaluate and implement technology solutions that align with the company’s business objectives. Oversee the maintenance and management of IT systems, including networks, hardware, and software. Collaborate with internal teams to identify opportunities for technology-driven improvements. Provide technical support and troubleshooting for internal teams and clients. Advise on data security, backup, and disaster recovery strategies. Monitor and assess the effectiveness of IT systems and recommend updates or improvements. Manage IT projects from conception to implementation, ensuring timely delivery and alignment with business needs. Requirements: Bachelor's degree in Information Technology, Computer Science, or a related field. Proven experience as an IT consultant or in a similar role. Strong understanding of IT infrastructure, networks, and business applications. Familiarity with project management and IT development lifecycle. Excellent problem-solving and troubleshooting skills. Ability to communicate technical concepts to non-technical stakeholders. Benefits: Competitive salary of £40,000 per annum. Opportunities for career growth and professional development. Collaborative and supportive work environment. Company pension plan. Annual leave and additional benefits.