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Machine Learning Specialist (Remote, Based In Indonesia/Apac) At Revalue Nature
Company | join.com |
Address | Indonesia |
Employment type | FULL_TIME |
Salary | |
Category | Jasa Terkait Lingkungan |
Expires | 2023-07-28 |
Posted at | 10 months ago |
Revalue Nature: Revalue Nature's mission is to make ecosystems function, at scale. We do this by developing the highest integrity nature-based projects globally, with our team of carbon experts, advanced climate tech and data intelligence platform.
- We have built long-term partnerships and are working in iconic landscapes with leading players in the nature conservation and restoration space.
- We offer unrivalled opportunities for our talent. We want this to be a place which allows you to do the best work of your life, while also focusing on balance outside of work.
- Our team has an exceptional track-record of designing and delivering high impact carbon projects.
- Keeping up to date with advancements: Stay up-to-date with the latest developments in remote sensing techniques and machine learning, particularly as they relate to land cover change. This involves staying informed about new algorithms, tools, and research publications in the field.
- Collaboration and teamwork: Collaborate with other team members and stakeholders to identify research questions, design research studies, and implement solutions. Effective communication and teamwork skills are essential for successful collaboration.
- Algorithm selection: Evaluate and select the most suitable machine learning algorithms for each specific remote sensing application, considering factors such as efficiency, accuracy, and computational requirements.
- Applying deep learning techniques: Apply deep learning techniques to analyse remote sensing imagery and extract meaningful information. This includes exploring and utilizing deep learning models and architectures relevant to feature extraction, training and fine-tuning, and evaluation and optimization.
- Developing and implementing advanced machine learning algorithms: Design and implement machine learning algorithms and models (supervised and unsupervised) specifically tailored for remote sensing applications, such as land cover change detection and classification. This involves working with various data sources, including radar, optical sensors, high-resolution imagery, and ground truth observations.
- Documentation and transparency: Maintain documentation of code, methods, and results to ensure transparency and reproducibility of research and analysis. This includes documenting the rationale behind algorithm choices, parameter settings, and data pre-processing steps.
- Training and support: Provide training and support to other team members on data collocation, curation, sampling and machine learning. This may involve mentoring junior team members or conducting workshops and training sessions.
- Project planning and reporting: Participate in project planning, execution, and reporting. This includes preparing technical reports, and presentations to communicate research findings and project progress.
- Strong background in machine learning, deep learning, and computer vision.
- Excellent written and verbal communication skills.
- Strong communication and presentation skills.
- Solid understanding of object-based recognition techniques and image segmentation algorithms.
- Excellent problem-solving skills and the ability to work independently and as part of a team.
- Experience with remote sensing data, including satellite imagery, LiDAR, or aerial imagery.
- Proficiency in programming languages such as Python and familiarity with machine learning frameworks/libraries such as TensorFlow, PyTorch, or Keras.
- Experience working remotely
- Experience with specialized remote sensing libraries or tools like GDAL.
- Experience in remote sensing data analysis, particularly in land cover change detection and classification using radar, optical sensors, and high-resolution imagery.
- An agile team, with unrivalled experience and track-record.
- Competitive salary and benefits package.
- Unbeatable work flexibility and balance (global team, remote working)
- Shared purpose, culture, and values.
- A truly diverse team of colleagues, partners, and clients.
- On-the-ground work in the most iconic nature landscapes of our planet.
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