Job description Job Overview As a Machine Learning Engineer, you will oversee the entire lifecycle of machine learning models. Your role involves collaborating with cross-functional teams, including data scientists, data engineers, software engineers, and DevOps specialists, to bridge the gap between experimental model development and reliable production systems. You will be responsible for automating ML pipelines, optimizing model training and serving, ensuring model governance, and maintaining the stability of deployed systems. This position requires a blend of experience in software engineering, data engineering, and machine learning systems, along with a strong understanding of DevOps practices to enable faster experimentation, consistent performance, and scalable ML operations. What You Will Do Work with Data Science Leadership and Stakeholders to understand business objectives, map scope of work, and support colleagues in achieving technical deliverables. Invest in strong relationships with colleagues and build a successful followership around a common goal. Build and optimize ML pipelines for feature engineering, model training, and inference. Develop low-latency, high-throughput model endpoints for distributed environments. Maintain cloud infrastructure for ML workloads, including GPUs/TPUs, across platforms like GCP, AWS, or Azure Troubleshoot, debug, and validate ML systems for performance and reliability. Write and maintain automated tests (unit and integration). Supports discussions with Data Engineers to work on data collection, storage, and retrieval processes. Collaborate with Data Governance to identify data issues and propose data cleansing or enhancement solutions. Drive continuous improvement efforts in enhancing performance and providing increased functionality, including developing processes for automation. Skills You Will Need Group Work Lead: Ability to lead portions of pod iteratives; can clearly communicate priorities and play an effective technical support role for colleagues. Communication: Maintaining timely communication with management and stakeholders on project progress, issues, and concerns. Developing effective communication plans tailored to diverse audiences. Consultive Mindset: Go beyond just providing analytics and actively engage stakeholders to understand their challenges and goals. Ability to have a business-first viewpoint when developing solutions. Cloud & ML Ops: Expertise in managing cloud-based ML infrastructures (GCP, AWS, or Azure), coupled with DevOps practices, ensures seamless model deployment, scalability, and system reliability. This includes containerization, CI/CD pipelines, and infrastructure-as-code tools. Proficiency in programming languages such as Python, SQL, and Java. Who You Are 5+ years of industry experience working with machine learning tools and technologies. Familiarity with agile development frameworks and collaboration tools (e.g., JIRA, Confluence). Experience using Tensorflow, PyTorch, scikit-learn, Kubeflow, pandas and numpy. and frameworks like Ray, Dask preferred. Expertise in data engineering, object-oriented programming, and familiarity with microservices and cloud technologies. An ongoing learner who seeks out emerging technology and can influence others to think innovatively. Gets energized by fast-paced environments and capable of supporting multiple projects - can identify primary and secondary objectives, prioritize time, and communicate timelines to team members. Dedicated to fulfilling ideals of diversity, inclusion, and respect that company aspires to achieve every day in every way. Regularly required to sit, talk, hear; use hands/fingers to touch, handle, and feel. Occasionally required to move about the workplace and reach with hands and arms. Requires close vision. Able to work a flexible schedule based on department and company needs. Role: Machine Learning Engineer Industry Type: IT Services & Consulting Department: Data Science & Analytics Employment Type: Full Time, Permanent Role Category: Data Science & Machine Learning Educatio

Job description We are looking for an Lead Product Manager - Technical to join a to drive our strategy forward by consistently innovating and problem-solving. The ideal candidate is passionate about technology, highly motivated, intellectually curious, analytical, and possesses an entrepreneurial mindset. the PVS Identity Solutions team. Role Provide technical leadership for new major initiatives Deliver innovative, cost-effective solutions which align to enterprise standards Be an integrated part of an Agile engineering team, working interactively with software engineer leads, architects, testing engineers, from the beginning of the development cycle Help ensure functionality delivered in each release is fully tested end to end Manage multiple priorities and tasks in a dynamic work environment. Identifies issues that will keep the platform features from delivering on time and/or with the desired requirements and communicates to leadership Works with internal teams and customer service to identify, classify, and prioritize feature-level customer issues Coordinates internal forums to collect and identify feature-level development opportunities Owns and manages product documentation; enables self-service support and/or works to reduce overhead Identifies feature risks from business and customer feedback and in-depth analysis of operational performance; shares with senior leadership Digests business customer requirements (user stories, use cases) and platform requirements for a platform feature set Determines release goals for the platform and prioritizes assigned features according to business and platform value, adjusting throughout implementation as needed Reviews product demo with the development team against acceptance criteria for the feature set All About You Bachelor s degree in computer science or equivalent work experience with hands on technical and quality engineering skills Excellent technical acumen, strong organizational and problem-solving skills with great attention to detail, critical thinking, solid communication, and proven leadership skills Solid leadership and mentoring skills with the ability to drive change Knowledge Java, SQLs, APIs (REST/SOAP), code reviews, scanning tools and configuration, and branching techniques Experience with application monitoring tools such as Dynatrace and Splunk Experience with Chaos, software security, and crypto testing practices Experience with DevOps practices (continuous integration and delivery, and tools such as Jenkins) Nice to have knowledge or prior experience with any of the following Orchestration with Apache Nifi, Apache Airflow Understanding about Microservices architecture. Take the time to fully learn the functionality, architecture, dependencies, and runtime properties of the systems supporting your platform products. This includes the business requirements and associated use cases, Mastercard customers experience, Mastercards back office systems, the technical stack (application/service architecture), interfaces and associated data flows, dependent applications/services, runtime operations (i.e. trouble management/associated support strategies), and maintenance. Understands and can explain the business context and the associated customer use cases Proficient at grooming user stories, setting entrance/exit criteria and prioritizing a platform product backlog Understands the technologies supporting the platform product and are able to hold your own in debates with other PM-Ts, TPMs, SDEs, and SPMs Recognize discordant views and take part in constructive dialog to resolve them Verbal and written communication is clear and concise Improve team processes that accelerate delivery, drive innovation, lower costs, and improve quality Role: Engineering Manager Industry Type: Software Product Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Software Development Education UG: Any Graduate PG: Any Postgraduate Key Skills Computer scienceInformation securityAnalyticalBack officeAgileCustomer serviceApacheOperationsapplicati

Job description Job Title: Principal Software Engineer Job Code: 7749 Country: IN City: Mumbai Skill Category: IT\Technology Description: Overview: Nomura is a leading financial services group and the preeminent Asiabased investment bank with worldwide reach. Nomura provides a broad range of innovative solutions tailored to the specific requirements of individual, institutional, corporate and government clients through an international network in 30 countries. Based in Tokyo and with regional headquarters in Hong Kong, London, and New York, Nomura employs about 26,000 staff worldwide. Nomura s unique understanding of Asia enables the company to make a difference for clients through three business divisions: domestic retail, global wholesale and asset management. Global Markets Technology provides technology solutions used by Global Markets Front and Middle Office. It supports a wide range of products covering: FX Rates Credit Securitized Products Equities Futures & Options FI/EQ Derivatives and Prime Services including financing. Applications developed, tested, maintained and supported include: PreTrade: Pricing, Sales & Research Trading: Electronic Trading, Client & Exchange Connectivity PostTrade: Trade Capture & Workflow, Trade Life Cycle Management MIS (pre and post trade analysis) Position, Risk Management and P&L (realtime, intraday and EOD) Interfaces to Corporate Settlement, Risk and Finance systems and Core Technology Components The Global Markets Technology team in India is an integral part of the global team spread across all regions. We work through a combination of full ownership and team extension models to deliver these technology solutions to the Global Markets business globally Job Description: This is a senior Individual Contributor position. The selected person would be part of Rates Electronic Trade Capture team and would report to the its India Head. The roles and responsibilities are as follows: Develop and maintain large, complex Electronic Trade Processing Applications Understand the existing business functions and participate in defining new solutions that meet their business objectives Understand the overall ecosystem and develop appropriate integration solutions Deliver high quality code within the committed deadlines Adhere to the best coding practices that reduce technical debt Expected to work with development and support team members across different regions Partner with analysts across the globe to understand the requirements and to define solutions Support resolution of production and user issues, application testing and maintenance releases Partner with external stakeholders for testing and implementation the deliverables Provide regular updates regarding status or progress made to managers and stakeholders. Gain understanding of various applications and systems being developed by the peer groups Strong problem solving and analytical skills Good written and verbal communication skills Willing to learn new technologies / tools as required, in order to effectively deliver output Key Skills: Mandatory Skills: 8+ years of work experience with a solid understanding of Java and Spring Good understanding of OOPS concepts, and design patterns Strong understanding of working with Tibco EMS / RV / IBM MQ / Solace / Apache Pulsar Understanding of memory management, multithreading concurrency and synchronization. Strong database knowledge of any one RDBMS (Sybase, Oracle, etc.) Candidate should be a quick learner. Should have demonstrated in the past quick learning capabilities. Strong listening, problem solving, analytical skills and excellent communication skills (both spoken and written English) Must be a team player with prior experience in working in a global development team Desirable Skills: Knowledge of electronic Rates trading Knowledge of Apache Camel framework Experience in any Continuous Integration and Build environment Industry exposure of Investment banking Role: Technical Architect Industry Type: Financial Services Department: Engineering - Software & QA Employment Type: Full Time, P

Job description Job Title: Lead Software Engineer Job Code: 9269 Country: IN City: Mumbai Skill Category: IT\Technology Description: Nomura Overview: Nomura is an Asiaheadquartered financial services group with an integrated global network spanning over 30 countries. By connecting markets East & West, Nomura services the needs of individuals, institutions, corporates and governments through its four business divisions: Retail, Asset Management, Wholesale (Global Markets and Investment Banking), and Merchant Banking. Founded in 1925, the firm is built on a tradition of disciplined entrepreneurship, serving clients with creative solutions and considered thought leadership. For further information about Nomura, visit www.nomura.com Division Overview: Global Markets Technology builds and maintains software solutions used by Global Markets Front and Middle office businesses. The business is spread across EMEA, US, Japan, AEJ, and emerging Markets like India, Brazil, and China. It deals in wide range of products including FX, Rates, Credit, Securitized Products, Equities, Futures & Options, FI/EQ Derivatives, and Prime Services including financing. GMIT India team is an integral part of the global team, which is spread across US, UK, Tokyo, Singapore, HK, India and China. It works in partnership with the regions to deliver technology solutions to GM business across regions prioritized in Global Book of Work. This team serves key business functions such as Pricing, Sales & Research (PreTrade), Electronic Trading, Client & Exchange Connectivity (Trading related), Trade Capture & Workflow, Trade Life Cycle Management (PostTrade), MIS (pre and post trade analysis), Position, Risk Management and P&L (realtime, intraday and EOD), Interfaces to Corporate Settlement, Risk and Finance systems. Position Specifications: Corporate Title Associate Functional Title Lead Developer Experience 5 + Years Qualification B.E / B.Tech / MCA / M.Tech Requisition No. Responsibilities: Lead the design, development and support of various application stacks. Collaborate with business and other technology teams to translate the business requirements into innovative solutions implementing highly performant, scalable, resilient, low latency applications. Work closely with business and technology stakeholders to align the development priorities & planning with product and technology roadmap Develop people through coaching, mentoring and management. Act as a thought leader in the technical space through research and knowing the industry trends as well as cutting edge tools & technologies. Requirements: 5+ years of experience in the field of software design and development using at least one high level language. At least 2+ years of experience in Data Analytics on both static and realtime streaming data using timeseries database like KDB/q. Good understanding of PubSub architecture and Callback based design. Excellent exposure to at least 1 middleware technology (e.g. Kafka/Tibco/solace/TCP) Knowledge of Python and its integration with KDB/q will be a plus. Exposure to software development over cloud platform (preferably AWS) desired. Implement DevOps techniques and practices like CI, CD, Build Automation, test driven development across projects to enable rapid delivery of working code utilizing tools like Jenkins, ,GIT etc. Adhere to full software development lifecycle Excellent trouble shooting skills with the ability to quickly identify and document the root cause of the issues and effectively communicate possible resolutions. Experience leading high performant development teams and collaborate with technology partners like QA, BA, PS Strong problem solving skills, business acumen and demonstrated excellent oral and written communication skills with both technical and nontechnical audiences. Experience working on Containerization and Orchestration using Docker, Kubernetes etc. would be an advantage. Role: Technical Architect Industry Type: Financial Services Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Softwa

Job description MTS SOFTWARE DEVELOPMENT ENG INEER THE ROLE: AMD is looking for a specialized software engineer who is passionate about improving the performance of key applications and benchmarks . You will be a member of a core team of incredibly talented industry specialists and will work with the very latest hardware and software technology. THE PERSON: The ideal candidate should be passionate about software engineering and possess leadership skills to drive sophisticated issues to resolution. Able to communicate effectively and work optimally with different teams across AMD. KEY RESPONSIBILITIES: Work with AMD s architecture specialists to improve future products Apply a data minded approach to target optimization efforts Stay informed of software and hardware trends and innovations, especially pertaining to algorithms and architecture Design and develop new groundbreaking AMD technologies Participating in new ASIC and hardware bring up s Debugging /fix existing issues and r esearch alternative, more efficient ways to accomplish the same work Develop technical relationships with peers and partners PREFERRED EXPERIENCE: 7 years and Above years of total experience and Strong object-oriented programming background, C/C++ preferred Ability to write high quality code with a keen attention to detail Experience with modern concurrent programming and threading APIs Experience with Linux,RTOS and/or Android operating system development Experience with software development processes and tools such as debuggers, source code control systems (GitHub) and profilers is a plus Effective communication and problem-solving skills ACADEMIC CREDENTIALS: Bachelor s or Masters degree in Computer Science, Computer Engineering, Electrical Engineering, or equivalent #LI-SK4 Benefits offered are described: AMD benefits at a glance . Role: Software Development - Other Industry Type: Electronic Components / Semiconductors Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Software Development Education UG: Any Graduate PG: Any Postgraduate Key Skills RTOSC++ASICLinuxDebuggingHardwareMTSObject oriented programmingAndroidRecruitment

Job description SMTS S OFTWARE DEVELOPMENT ENG INEER THE ROLE: AMD is looking for an influential software engineer who is passionate about improving the performance of key applications and benchmarks . You will be a member of a core team of incredibly talented industry specialists and will work with the very latest hardware and software technology. THE PERSON: The ideal candidate shall have in-depth knowledge on state of the art AI/ML algorithms and inference workloads spanning across key embedded domains such as computer vision, voice recognition and generative AI using LLMs. In addition, prior experience in AI/ML model operators and kernels on popular HW accelerators including GPUs and NPUs are highly desirable. The ability to perform model quantization and other efficient inference techniques for embedded systems are essential. As a AI/ML development engineer, you will be tasked with various implementations ranging from end to end AI pipeline delivery, performance profiling to customer specific issue resolutions. We emphasize on Linux based SW development with real time embedded applications, and also standard frameworks such as ONNX RT and AMD ROCm. ACADEMIC CREDENTIALS: Bachelor s or M asters degree in Computer Science, Computer Engineering, Electrical Engineering, or equivalent #LI-MK1 Benefits offered are described: AMD benefits at a glance . Role: Software Development - Other Industry Type: Electronic Components / Semiconductors Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Software Development Education UG: Any Graduate PG: Any Postgraduate Key Skills Computer scienceSelection processElectrical engineeringComputer visionEmbedded systemsLinuxArtificial IntelligenceManager TechnologyGamingRecruitment

Job description Lead Product Manager- Technical ? Overview: We are looking for an Lead Product Manager - Technical to join a to drive our strategy forward by consistently innovating and problem-solving. The ideal candidate is passionate about technology, highly motivated, intellectually curious, analytical, and possesses an entrepreneurial mindset. the PVS Identity Solutions team. Role Provide technical leadership for new major initiatives Deliver innovative, cost-effective solutions which align to enterprise standards Be an integrated part of an Agile engineering team, working interactively with software engineer leads, architects, testing engineers, from the beginning of the development cycle Help ensure functionality delivered in each release is fully tested end to end Manage multiple priorities and tasks in a dynamic work environment. Identifies issues that will keep the platform features from delivering on time and/or with the desired requirements and communicates to leadership Works with internal teams and customer service to identify, classify, and prioritize feature-level customer issues Coordinates internal forums to collect and identify feature-level development opportunities Owns and manages product documentation; enables self-service support and/or works to reduce overhead Identifies feature risks from business and customer feedback and in-depth analysis of operational performance; shares with senior leadership Digests business customer requirements (user stories, use cases) and platform requirements for a platform feature set Determines release goals for the platform and prioritizes assigned features according to business and platform value, adjusting throughout implementation as needed Reviews product demo with the development team against acceptance criteria for the feature set All About You Bachelor s degree in computer science or equivalent work experience with hands on technical and quality engineering skills Excellent technical acumen, strong organizational and problem-solving skills with great attention to detail, critical thinking, solid communication, and proven leadership skills Solid leadership and mentoring skills with the ability to drive change Knowledge Java, SQLs, APIs (REST/SOAP), code reviews, scanning tools and configuration, and branching techniques Experience with application monitoring tools such as Dynatrace and Splunk Experience with Chaos, software security, and crypto testing practices Experience with DevOps practices (continuous integration and delivery, and tools such as Jenkins) Nice to have knowledge or prior experience with any of the following Orchestration with Apache Nifi, Apache Airflow Understanding about Microservices architecture. Take the time to fully learn the functionality, architecture, dependencies, and runtime properties of the systems supporting your platform products. This includes the business requirements and associated use cases, Mastercard customers experience, Mastercards back office systems, the technical stack (application/service architecture), interfaces and associated data flows, dependent applications/services, runtime operations (i.e. trouble management/associated support strategies), and maintenance. Understands and can explain the business context and the associated customer use cases Proficient at grooming user stories, setting entrance/exit criteria and prioritizing a platform product backlog Understands the technologies supporting the platform product and are able to hold your own in debates with other PM-Ts, TPMs, SDEs, and SPMs Recognize discordant views and take part in constructive dialog to resolve them Verbal and written communication is clear and concise Improve team processes that accelerate delivery, drive innovation, lower costs, and improve quality Corporate Security Responsibility Every person working for, or on behalf of, Mastercard is responsible for information security. All activities involving access to Mastercard assets, information, and networks comes with an inherent risk to the organization and therefore, it is expected

Job description Manager Software Engineer, Business Insights/DWH in Cross Border Services ?: Mastercard is a global technology company in the payments sector. We power payments and provide products and services for individuals and industries all around the world. Our people, technology, data and brand provide the capabilities that drive our success. We believe in connecting people to priceless possibilities. As a company, we know that our success is driven by the skills, experience, integrity and mindset of the talent we hire. By building an inclusive, world-class culture, our employees have once-in-a-career opportunities to be a part of teams that have a greater impact on our community and our world. We invite you to join our team to find out how you too can start something priceless. Overview: In addition to our traditional payments portfolio, Mastercard is aggressively expanding into new payment flow and leveraging the digital and connected world of people and economies to deliver faster, reliable and more efficient propositions to make payments - send or receive money. The Cross Border program is part of the wider Disbursement & Remittances business that we are looking to expand at a compounded rate of 50% per year for the next 5 years. We are building solutions to enable payments in an any-to-any format - anyone, anywhere can send or receive money using any channel - money exchanges, banks, digital wallets, cards or fintech apps - providing a seamless and unified experience for both individuals and business to move money. We are looking for a passionate, innovative and experienced engineering leader with a proven track record in leading the evolution of software products and their implementation in various markets - comfortable both working hands-on as well as guiding and mentoring a team of engineers and critically always challenging the status quo and pushing and driving the technology roadmap to ensure that the solutions leverage technology to the maximum extent. The Business Insights & DWH engineering team is focused on ensuring that all of Cross Border Services can make data-driven decisions and operate effectively and efficiently. Role: - Manage scrum teams of Software developers and testers to develop quality software solutions in a timely and cost-effective manner. - Successfully lead definition, development, and delivery of major cross-department initiatives with broad scope and long-term business implications. - Provide technical leadership and direction to software development teams in the development of BI reporting, ETL solutions, DWH and other analytics solutions. - Work closely with product and architecture teams on product definition, technical design, and overall execution for the team. - Ensure the project or effort is adequately staffed; trained and managed. Ensure personnel have appropriate skills and behaviors; and effectively communicate performance results; as necessary, managing each effort within approved manpower and budget guidelines. - Drive prioritization decisions and trade-offs in working with product partners. - Automate and simplify all aspects of software delivery and development by actively evangelizing the need to automate and simplify where needed. - Introduce new technologies and architecture by following enterprise guidelines. - Build relationships and effective partnerships across organizations. - Make difficult decisions on behalf of the team if required. - Lead by example with hands-on approaches to demonstrate engineering excellence. - Provide technology leadership to others in BI, DWH and cloud data platform space. - Stay abreast of Analytics technology trends and industry best practices to hone and maintain your talent. - Participate in architectural discussions, iteration planning, and feature sizing meetings. - Provide support during System and User Acceptance Testing. - Adhere to Agile processes and participate actively in agile ceremonies. About You: - Minimum 10+ years of experience in the area of Requirement management, Business Insights, Data Warehousing,

Job description About Position: As a Senior Software Engineer specializing in Spring Cloud Gateway, you will play a critical role in designing and implementing scalable API gateway solutions that act as the entry point for microservices communication in a cloud-native environment. You will be responsible for developing secure, high-performance API routes, enforcing security policies, and enabling seamless integration with backend services. read more Key Skills Skills highlighted with ‘‘ are preferred keyskills GatewaysSpring Cloud Api Gateway

Job description As a Software Engineer, you will harness the power of the latest tools and technologies to craft cutting-edge software solutions for multi and hybrid cloud environments. Your responsibilities encompass the entire software development lifecycle, ensuring that components are meticulously designed, rigorously tested, debugged, verified, and poised for seamless integration into IBM's world-class hierarchical database solutions. Your contributions will play a pivotal role in aiding organizations to enhance their business outcomes in the global marketplace. This position involves contributing to HashiCorp's offerings, now part of IBM, which empower organizations to automate and secure multi-cloud and hybrid environments. You will join a team managing the lifecycle of infrastructure and security, enhancing IBM's cloud solutions to ensure enterprises achieve efficiency, security, and scalability in their cloud journey. As a Full stack developer, you will Develop, and support scalable, secure, and high-performance systems for cloud and on-premises environments that meet world-class standards. Collaborate with architects and stakeholders to design and build systems that solve complex business problems and deliver exceptional user experiences. Use modern architectural principles and best of the class tools and technologies Participate Technical Initiatives that aligns with business goals and objectives. Provide technical support to other team members. Work in an agile, collaborative, distributed, fast paced and exciting environment. Stay current with industry trends, best practices, and emerging technologies. Required education Bachelor's Degree Preferred education Master's Degree Required technical and professional expertise 8+ years of relevant Full stack Software developer experience Strong programming with Python, GoLang or C/C++ Knowledge of multiple front-end languages and libraries (e.g. HTML/ CSS, JavaScript, XML, jQuery) Knowledge of multiple back-end languages (e.g. Java, Python) and JavaScript frameworks (e.g. Angular, React, Node.js) Good knowledge / Proficient in of Cloud architecture such as Containers, Kubernetes, Openshift and Devops Methodology Good Knowledge of IBM Integration solutions (API Connect , Appconnect) Familiarity with databases (e.g. MySQL, MongoDB), web servers (e.g. Apache). API IntegrationExperience consuming RESTful and GraphQL APIs. Version ControlProficiency with Git and GitHub/GitLab. Hands on Experience /Expertise with Agile development methodologies Hands on Experience/Expertise with CI/CD tools like Jenkins , Travis Hands on Experience/Expertise developing infrastructure automation using tools such as Ansible, Chef Hands on Experience/Expertise infrastructure provisioning and automation tools (e.g. Terraform/CloudFormation) Knowledge of Cloud/ SaaS architecture using IBM Cloud/Azure/ AWS/ SoftLayer/ OpenStack/Google Cloud Platform Preferred technical and professional experience Familiarity with cloud platforms (e.g., AWS, Azure, GCP). Excellent problem solving and troubleshooting skills. Good written and verbal communication skills Collaboration skills and proven ability to work in a team environment Role: Software Developer in Test (SDET) Industry Type: IT Services & Consulting Department: Engineering - Software & QA Employment Type: Full Time, Permanent Role Category: Quality Assurance and Testing Education UG: Any Graduate PG: Any Postgraduate Key Skills Skills highlighted with ‘‘ are preferred keyskills continuous integrationpythonc++cd toolsci / cd tools kubernetescsscgolangci/cdjavascriptansibleautomation toolsagile development methodologyjavacloud architectureinfrastructuredevopsjenkinstroubleshootinghtmlterraformaws