Our team at the Singapore University of Technology and Design (SUTD) is looking at generative AI models for music. You will be joining our Audio, Music, and AI (AMAAI) Lab supervised by Prof. Dorien Herremans. At our lab, we aim to advance the state-of-the-art in AI for music and audio. You will be working on advancing the Mustango text-to-music model.

Ideal skillset:

• Strong knowledge of deep neural networks in PyTorch
• Interest in machine learning for audio
• Experience in NLP and computer vision
• Experience in Music Information Retrieval, ideally AI music generation and or audio transcription
• Interest or experience in music generation systems or audio classification systems
• Savvy programmer in PyTorch
• Creative problem solver with good academic writing skills

An ideal candidate should have a strong background in machine learning, familiarity in NLP and audio computing, PhD in Computer Science and related areas, and willing to work with PhD students in the lab to leverage individual efforts into a combined system.

Citi continues to enhance its business control and governance framework by building out Institutional Credit Management (ICM), a new function in the 1st Line of Defense, to house and consistently manage credit risk activities performed across its Institutional Client Group organization. ICM’s objective is to provide integrated “end-to-end” credit underwriting, identification, measurement, management, and monitoring for wholesale credit risk across the enterprise. Within ICM, the CPE Underwriting function (ICM-CPE UW) provides analysis, greenlight, underwriting, first-line-of-defense credit approval and subsequent credit monitoring across all ICG wholesale credit businesses including Banking, Capital Markets, and Advisory (BCMA), Global Structured Products, Financings, and Securitizations (GSP-F&S), Treasury & Trade Services (TTS), Markets, and Securities Services (MSS).

The ICM Hedge Fund (HF) Portfolio Manager SVP / VP is responsible for managing Citi’s credit risk to a portfolio of the firm’s most complex and large Hedge Fund/Private Equity relationships. Primary activities include credit due diligence, credit reviews, credit approvals and monitoring of the portfolio within the risk appetite of the overall business strategy.

Responsibilities:

• Work closely with Citi’s business lines across all products, with a particular focus on Prime Brokerage, as well as 2nd LoD Risk Management
• Lead the client credit relationship in partnership with sales and trading and 2nd LoD credit risk.
• Engage in extensive client-interface through the due diligence meetings, negotiation of credit structures and documentation, including ISDA’s, Derivatives Clearing, FCM and Repo documents
• Conduct client diligence and prepare Credit Approval Memo (CAM) and risk rating scorecards.
• Evaluate and provide approval for trading activities, including recommending margin requirements and structural enhancements
• Accountable for evaluating the risk of hedge fund portfolios and managing credit risk related to client lending, trading, clearing, prime brokerage, and custody operations
• Monitor compliance with trading agreements (NAV and/or performance ATEs, disclosure requirements) and Limits excesses
• Recommend remediation plan for Limits and ATE breaches and remediate breaches in accordance with the plan
• Report on limit excesses and limit excess aging
• Review and monitor margin disputes, and establish Margin tolerance threshold for select clients where applicable
• Assist with addressing FCR, IA and regulatory reviews and questions
• Assist the Team Head in presentations and industry reports given to senior management, and regulatory reporting requirements
• Provide leadership and guidance to more junior staff
• Making prudent risk evaluations while making business decisions, taking into account the firm’s image and protecting Citigroup, clients and assets by ensuring adherence to relevant laws, regulations, and polices, act with ethical integrity, and transparently handling, reporting and managing control issues

Qualifications:

• 5 to 10+ years of experience in financial services and risk management required
• Strong interest in the Hedge Fund /alternative asset management sector
• Extensive years of previous work experience in related field and ability to work independently on complex risk requests
• Strong communication skill
• Good understanding of Capital Markets trading and lending products, particularly in derivatives, structured and other complex products traded by Hedge Funds
• Quantitative and intuitive skills in the risks inherent in capital markets products, transactions, and positions
• Strong grasp of current technologies including stress testing
• Real sense of how to support business growth, within risk appetite parameters
• Motivated and confident to work within a dynamic risk sector
• Attention to detail unaffected by high pressure situations
• Highly proficient in Microsoft Excel, PowerPoint, Word, and Access
• Role is evaluated depending on the candidate's skillset and qualifications and can be SVP/VP.

Education:

• Bachelor's degree/University degree or equivalent experience
• Master's degree preferred

Job Description

SIA has multiple positions for senior data scientists to drive our AI, data science and business analytics initiatives.

Key Responsibilities include:

• Member of an in-house AI and data science development team that works on AI (including areas in generative AI, autonomous agent, NLP, computer vision and recommender system), mathematical optimization, game theory, and experimental design.
• Work closely with business stakeholders to create impactful and intelligent features/services in AI, data science and data analytics. Propose and build scalable ML/DL solutions. Deploy them as API microservices for use by software applications and business users for faster and more effective decision making.
• Oversee the technical work of external technology partners and provide them datasets to deliver products/services in AI and data science. Support business users in the assessment/ validation of partner-supplied prediction models and in their deployment to production cloud.
• Work closely with application development teams to operationalize and integrate AI/ML capabilities in API microservices.
• Note: You could be posted to any subsidiary in SIA Group.

Requirements

• BS in Computer Science, Mathematics, Statistics, Physics or related discipline is required. PhD and MS degrees related to machine learning and other AI disciplines are preferred.
• Intermediate programming skills in Python. Conversant with algorithm design/analysis, data structure and SQL. Familiarity with functional/object-oriented software development using modern programming languages such as Scala, TypeScript/JavaScript, Java and C# is a plus.
• Exposure in the use of workflow/map-reduce and stream processing systems such as Spark and Kafka for big-data processing.
• 2 or more years of relevant industry experience as a hands-on data scientist/AI engineer in shallow and deep learning (you should be very familiar with most topics covered in the free undergraduate textbook by Gareth James, “An Introduction to Statistical Learning – with Applications in Python”, 2023). Additional exposure in some of the following areas is a plus:

1. Use of recent proprietary/open-source LLMs through prompt engineering (such as OpenAI ChatGPT and Bing Chat). Familiarity with LLM application/data frameworks (such as LlamaIndex and LangChain).
   
2. Experience of using GPU-accelerated deep learning frameworks (such as PyTorch and TensorFlow).
   
3. Familiarity with Bayesian statistics/inference and Bayesian/causal networks for probabilistic reasoning.
   

• Some hands-on experience of AWS, Azure, GCP or other public cloud environment.
• Good interpersonal and communication skills for working with both technical staff and non-technical business users.
• Experience with Agile/Scrum/Kanban methodologies is a plus.

Job Description:

• Responsible for overseeing the handling, storage and disposal of hazardous or toxic materials.
• Provide a prompt and appropriate technical advice to Sales and Operation Personnel on their waste management enquiry which includes waste handling procedure and costing
• Developing and implementing plans for safe waste disposal activities by compliance with environmental regulations
• Evaluating the potential impact of new technologies on the field of hazardous waste management
• Reviewing emergency response plans and conducting drills to ensure that all staff are prepared for all possible scenarios

Job Requirements:

• Knowledge of local ,rules/regulations(NEA) on hazardous materials management.
• Minimum GCE ‘N’ Level certification with min of 4 years of relevant work experience
• Candidate attended WSQ Environmental Course and had experience as part of CERT team members is a plus point as well
• An effective team player with good communication skills
• Other duties as assigned

Responsibilities :

• Experience in integrating vision systems with automated processes, motion control based on model data, mathematical modeling experience and creating software solutions.
• Work in a multi-discipline team to aid in the collection and validation of system requirements.
• Create automated inspection and guidance solutions using vision and other sensing technology.
• Provide hands-on implementation and mentoring.
• Create innovative technical concepts, ensure costing and schedule to successfully deliver the project.
• Maintain knowledge of new vision, automation and sensing technology.
• Detailed design specification generation.
• Provide internal and on-site integration support.
• Aid in the creation of test plans and documentation.

Requirements :

• Bachelor's Degree in Electrical Engineering or Mechanical Engineering with min three (3) years of relevant experience.
• Experience working with vision system database.
• Knowledge of camera, light, and lens selection for applications ranging from defect detection to part location.
• Programming background with high-level languages such as Visual C# WPF, C++ and Python.
• Experience in developing vision system with Halcon and Opteon camera.
• Good knowledge in Machine Vision programming and experiences.
• Good experience on automation controls, motors & sensors like PLC, CTC, Beckoff PC and controllers, Servo & Stepper motors.
• Familiarity with wiring/cabling size/terminations and load/temperature requirements.
• Familiarity with industrial machinery design.
• Skilled in the utilization of statistical analysis.
• Required to travel regionally (average 20% of the time).
• 5 days work week.
• Transport pick-up at Bedok MRT station.

Job Description

Database Administrator (SQL) – In this new role, you will be responsible for the implementation, configuration, maintenance, and performance of critical SQL Server RDBMS server, to ensure the availability and consistent performance of our corporate applications. This is a “hands-on” position requiring solid technical skills, as well as excellent interpersonal and communication skills. The successful candidate will be responsible for the development and sustainment of the SQL Server Warehouse, ensuring its operational readiness (security, health and performance), executing data loads, and performing data modelling in support of multiple development teams. The data warehouse supports an enterprise application suite of program management tools. Must be capable of working independently and collaboratively.

You Will:

• Manage SQL Server databases through multiple product lifecycle environments, from development to mission-critical production systems.

• Configure and maintain database servers and processes, including monitoring of system health and performance, to ensure high levels of performance, availability, and security.

• Apply data modelling techniques to ensure development and implementation support efforts meet integration and performance expectations

• Independently analyse, solve, and correct issues in real time, providing problem resolution end-to-end.

• Refine and automate regular processes, track issues, and document changes

• Assist developers with complex query tuning and schema refinement.

• Provide 24x7 support for critical production systems.

• Perform scheduled maintenance and support release deployment activities after hours.

• Share domain and technical expertise, providing technical mentorship and cross-training to other peers and team members.

You Bring:

• 5+ years MS SQL Server Administration experience required

• Experience with Performance Tuning and Optimization (PTO), using native monitoring and troubleshooting tools

• Experience with backups, restores and recovery models

• Knowledge of High Availability (HA) and Disaster Recovery (DR) options for SQL Server

• Experience working with Windows server, including Active Directory

• Excellent written and verbal communication

• Flexible, team player, “get-it-done” personality

• Ability to organize and plan work independently

• Ability to work in a rapidly changing environment

• Ability to multi-task and context-switch effectively between different activities and teams

• MCTS, MCITP, and/or MVP certifications a plus.

Citi’s Global Legal Affairs and Compliance (GLAC) empowers and protects Citi by providing legal, compliance, investigative, and security services to our firm. We manage compliance risk, provide legal analysis and advice, protect Citi’s people and businesses, advocate for legal and regulatory outcomes that benefit our firm and our clients, and ultimately promote behavior that is consistent with Citi’s mission and culture.

The Execution Intermediate Analyst is an intermediate position responsible for performing risk and compliance reviews in coordination with the broader Anti-Money Laundering (AML) team. The overall objective is to utilize in-depth AML knowledge to review, analyze and conduct effective due diligence and investigations on higher risk cases that may be a potential risk to Citi.

Responsibilities:

• Conduct investigations and research on potentially suspicious clients using various internal and external systems and databases
• Conduct Cross Sector reviews among multiple Citi business lines.
• Document and report the review/investigation findings and prepare case files with the required supporting documentation
• Summarize, in writing, clear and concise findings of the investigation
• Advise senior management on next steps and provide recommendations on the next course of action (relationship retention, termination, Suspicious Activity Report (SAR))
• Manage risk by analyzing the root cause of issues and impact to business
• Has the ability to operate with a limited level of direct supervision.
• Can exercise independence of judgement and autonomy.
• Acts as Subject Matter Expert (SME) to senior stakeholders and /or other team members.
• Appropriately assess risk when business decisions are made, demonstrating particular consideration for the firm's reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency.
• Participate in industry project when assigned

Qualifications:

• 2-5 years’ relevant experience
• Knowledge of AML regulations preferred
• Proficient in Microsoft (MS) Office
• Excellent verbal and written communication skills
• Demonstrated analytical skills

Education:

• Bachelor’s/University degree or equivalent experience

This job description provides a high-level review of the types of work performed. Other job-related duties may be assigned as required.

Job Summary: We are in search of a highly motivated and accomplished Senior Research Assistant or Research Associate to join our team and contribute to our ongoing research project "Towards Realistic Deep Learning for 3D Vision". The successful candidate will collaborate closely with our research team, working on the development of ground-breaking algorithms and methodologies for 3D deep learning from heterogeneous data sources such as language and 3D data. This role offers an exciting opportunity to engage in cutting-edge research and have a substantial influence on the field.

Responsibilities:

• Undertake research in the field of realistic 3D deep learning, with a primary focus on pioneering algorithms and methodologies with language-guided 3D scene understanding.
• Design and execute experiments to validate the proposed approaches.
• Analyze and interpret data sourced from heterogeneous inputs.
• Stay up-to-date with the latest advancements in language-guided 3D scene understanding and related fields, and integrate new findings into research projects.
• Prepare research papers for publication in prestigious conferences.

Qualifications:

• A Master degree in computer science, Electrical Engineering, or a related discipline, with a specialization on computer vision, image processing, or 3D reconstruction.
• A strong background in computer vision, machine learning, and 3D geometry.
• Proficiency in programming languages such as Python, C++, or MATLAB.
• Experience with relevant software libraries and frameworks, such as Pytorch, OpenCV, or PCL.
• A solid grasp of mathematical concepts related to 3D computer vision, including geometry, optimization, and statistical methods.
• Good problem-solving and analytical abilities.
• Strong communication skills

Full-Time/ Permanent

Job description:

- Check and verify before issuing Sale Invoices and update the collection accordingly.

- Check and match suppliers’ invoices with PO and Performa Invoices taken in AP system and upload all the supporting in the system as well.

- Perform day-to-day financial transactions, including verifying, classifying, computing, recording, all supporting banking transactions, submitting online banking payments, and filing documents.

- Process staff claims, Check, and classify expense items for payment preparation and enter Transactions.

- Perform reconciliation for multi-currencies bank statements.

- Update AR and AP Invoices and perform reconciliation timely and accurately.

- Reconciliation for the Balance sheet items and ensuring the accuracy of the audit schedules.

- Prepare accrual, prepayment, and provision transactions if possible.

- Extract audit schedules to ensure the accuracy of the Profit and loss transaction…

- Take in Fixed assets bills tied up GL with Fixed Assets audit schedules.

- Sent out Statement of Account (AR) and requested suppliers’ Statement (AP) monthly.

- Reconciliation of Inter-companies transactions.

- Submission of Monthly CPF and quarterly GST Filing and other financial duties.

- Budgeting cash flow and projected Profit & loss ac.

- Extract and check monthly closing stock balance.

- All other duties as assigned.

Qualifications

- Minimum LCCI or Diploma in Accountancy

Job Requirement

- Minimum 5 years of working experience in the related field.

- Hardworking, Responsible with a good work attitude, and willing to learn.

- Proficiency in MS Office (Excel and Word)

- Experience in the XERO and AUTO-COUNT accounting systems will be an advantage.