Dataflow Group
http://www.dataflowgroup.comAbout
Jobs at Dataflow Group
About the Organisation
The DataFlow Group is a leading global provider of specialized Primary Source Verification (PSV) solutions, background screening and immigration compliance services. The DataFlow Group partners with clients across the public and private sectors to assist them in mitigating potential risk by exposing fraudulent:
To know more about DataFlow Group, please visit : https://www.dataflowgroup.com/
Position Overview
We are seeking a detail-oriented and motivated QA Tester with 5-9 years of experience to join our quality assurance team. The ideal candidate will be responsible for ensuring the quality and reliability of our software products through comprehensive testing, defect reporting, and collaboration with the development team.
Key Responsibilities
● Test Planning: Assist in the creation of test plans and test cases based on project requirements and specifications.
● Manual Testing: Execute manual testing of web and mobile applications to identify defects, inconsistencies, and usability issues.
● Regression Testing: Conduct regression testing to ensure that new features or changes do not negatively impact existing functionality.
● Functional Testing: Perform functional testing to verify that software meets specified requirements and performs as expected.
● Compatibility Testing: Verify software compatibility across different browsers, devices, and operating systems.
● Performance Testing: Assist in the execution of performance tests to identify bottlenecks and assess system responsiveness.
● Defect Reporting: Document and track defects, issues, and enhancement requests using bug tracking tools.
● Test Documentation: Maintain test documentation, including test cases, test scripts, and test data.
Qualifications & Expertise required:
● Bachelor's degree in Computer Science, Information Technology, or a related field (or equivalent experience).
● 4-7 years of professional experience in software quality assurance or testing.
● Basic understanding of software testing principles and methodologies.
● Familiarity with test management and defect tracking tools.
● Effective written and verbal communication skills.
● Ability to work collaboratively in a team environment.
● Preferred Qualifications (not mandatory but good to have):
● Experience with automated testing tools (e.g., Selenium, JUnit).
● Familiarity with test automation frameworks.
We're looking for a skilled Frontend Developer to join our team and help us build innovative web applications. You'll be responsible for creating intuitive user interfaces and ensuring a seamless user experience.
Responsibilities:
- Develop and maintain user-facing features using modern web technologies, such as React.js .
- Collaborate with designers and product managers to translate design mockups and user stories into responsive and engaging web applications.
- Optimize application performance and ensure cross-browser compatibility.
- Implement best practices and coding standards to ensure high-quality and maintainable code.
- Participate in code reviews and provide constructive feedback to improve code quality.
- Stay up-to-date with the latest industry trends and technologies to drive innovation in front-end development.
Requirements:
- Strong proficiency in HTML, CSS, and JavaScript.
- Experience in building web applications using React.js .
- Familiarity with RESTful APIs and integrating front-end applications with backend services.
- Understanding of responsive design principles and mobile-first development.
- Knowledge of version control systems, such as Git.
- Ability to work collaboratively in an Agile/Scrum development environment.
- Excellent problem-solving and communication skills.
The DataFlow Group is a leading global provider of specialized Primary Source Verification (PSV) solutions, background screening and immigration compliance services. The DataFlow Group partners with clients across the public and private sectors to assist them in mitigating potential risk by exposing fraudulent:
Duties and responsibilities:
Key Responsibilities:
● Model Selection & Training:
○ Lead the process of selecting and training state-of-the-art machine
learning models tailored to specific computer vision tasks, including object detection, image segmentation, and anomaly detection.
○ Apply advanced techniques for model fine-tuning and optimization to
achieve the best performance for various applications.
○ Leverage your expertise in YOLO, ViT (Vision Transformers), and other popular architectures to develop high-performing models.
● Computer Vision & Image Processing:
○ Develop and implement computer vision algorithms for tasks such as
object detection, image segmentation and anomaly detection.
○ Use tools like OpenCV for image pre-processing, augmentation, and other necessary transformations for robust model training.
● Model Deployment & Serving:
○ Deploy machine learning models in production environments using
TensorFlow or PyTorch Serving to create highly scalable and performant inference pipelines.
○ Ensure smooth integration of models with production systems and
optimise them for latency, throughput, and memory efficiency.
● MLOps & Data Pipelines:
○ Build and maintain end-to-end machine learning pipelines, from data
ingestion and processing to model inference and monitoring.
○ Apply best practices in ML Ops for versioning, tracking experiments,
automating workflows, and managing deployments.
○ Work with cloud platforms (AWS, GCP, Azure) and containerization
technologies (Docker, Kubernetes) for model serving.
● SQL & Data Management:
○ Write optimised and efficient SQL queries to extract and manipulate large datasets for model training and evaluation.
○ Analyse structured and unstructured data to generate insights and
features for model development.
● Model Evaluation & Performance Metrics:
○ Use statistical methods and metrics to evaluate model performance,
ensuring high accuracy, precision, recall, F1 score, etc., on real-world tasks.
Skills/ Qualifications:
1. Qualifications:
a. Bachelors or Masters. in Computer Science, Machine Learning, Artificial Intelligence, or related field.
b. 5+ years of hands-on experience in data science and machine learning, with a focus on computer vision.
2. Technical know-how:
a. Strong expertise in computer vision tasks, including object detection (YOLO), image segmentation, and image classification.
b. Knowledge of using tools like LabelMe to create image annotations required for training data labelling.
c. In-depth knowledge of deep learning frameworks such as TensorFlow, PyTorch, and Keras.
d. Familiarity with Vision Transformer (ViT) models and their applications.
e. Proficiency with OpenCV for image pre-processing, augmentation, and other related tasks.
f. Experience in building and deploying machine learning models using
TensorFlow Serving, PyTorch Serving, or similar tools.
g. Strong MLOps experience, with hands-on knowledge of creating and
maintaining data pipelines, automating workflows, and managing model
deployments using tools like Docker, Kubernetes, and cloud platforms (AWS, GCP, Azure).
3. Data Handling:
a. Expertise in writing optimised SQL queries for large-scale data processing and analysis.
b. Ability to work with large, complex datasets and efficiently query, clean, and process them for training and inference purposes.
4. Model Evaluation:
a. Strong understanding of statistical methods and metrics to evaluate machine learning model performance.
b. Experience with A/B testing, model validation techniques, and performance benchmarking.
Good to have:
● Experience with large-scale distributed machine learning systems.
● Knowledge of advanced techniques such as self-supervised learning, transfer learning, or reinforcement learning.
● Familiarity with data versioning and experiment tracking tools like MLflow or DVC.
● Experience in integrating machine learning models into production environments for real-time inference.
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