InteliMagik Pty Ltd Big Data, Healthcare & Scientific AI Solutions
Scientific and analytical advice you can trust
InteliMagik Pty Ltd Big Data, Healthcare & Scientific AI Solutions
Scientific and analytical advice you can trust
Why?
So What?
What?
The explosion of AI onto the market brought a lot of hope and opportunities. Although it has proven itself as the method of choice for analytics in high-dimensional, non-linear domains, such as computer vision, robotics, and language; clinical, biological, and healthcare domains still lack experts who can safely navigate through complexities of these domains. Numerical and translational safety of the outcomes is at the heart of our work at Intelimagik. With more than a decade of experience in statistical genetics, bioinformatics, and epidemiological analytics, combined with an in-depth experience in building bespoke machine learning flows, we provide our clients with a uniquely deep expertise, guaranteeing state-of-the-art advice and product.
What?
So What?
What?
Whether you require expert advice, guidance, staff training, enabling process automation, or algorithm and software development, InteliMagik can deliver these quickly, safely, and at an affordable cost. Given the in-house expertise, we mostly focus on complex solutions in healthcare, biological sciences, and genomics. A deep understanding of data in these domains enables us to extract the maximum information content balanced with analytical designs that minimize error and maximize generalizability, resulting in safer outcomes. We employ advanced techniques such as model ensembling and Bayesian designs to deliver a better understanding of the uncertainty around each outcome estimation.
So What?
So What?
So What?
Staying ahead of trends is important for any business to continue flourishing. Often, when new trends burst onto the scene, it can be challenging to understand how to introduce this new technology into your business safely and efficiently. Depending on your business needs, such an introduction could simply mean receiving good advice on who the right new hires should be, or exploring what more could be done with the data you already have. Alternatively, you might require expert-level training for your existing team or the hassle-free delivery of a cutting-edge product. Whatever your needs, InteliMagik is here to help. Possessing deep knowledge of mathematics, statistics, biology, and clinical complexities not only results in fast and safe state-of-the-art products but also provides our clients with effective, frustration-free, and rewarding communication. We are truly a one-stop shop that you can trust.
Services
Industry Research
Automation and Machine Learning
Predictive and trend analytics
Enabling businesses to build, expand, or optimize their research capabilities to meet the highest academic standards. We facilitate a direct connection to academic professionals, helping businesses acquire research grants and access highly skilled academic talent.
Predictive and trend analytics
Automation and Machine Learning
Predictive and trend analytics
Sophisticated statistical solutions for structured data, including bioinformatics and advanced deep learning pipelines, are pivotal in the healthcare and bioscience fields. Our advanced models, based on both frequentist and Bayesian approaches, are suitable for longitudinal and cross-sectional data analysis.
Automation and Machine Learning
Automation and Machine Learning
Automation and Machine Learning
InteliMagik specialises in the delivery of bespoke designs for sophisticated deep neural network solutions, ranging from single models to more advanced methods. These include transfer learning from pre-trained models, hierarchical and lateral ensembles, and Bayesian models. Our analytical experience enables us to apply machine learning so
InteliMagik specialises in the delivery of bespoke designs for sophisticated deep neural network solutions, ranging from single models to more advanced methods. These include transfer learning from pre-trained models, hierarchical and lateral ensembles, and Bayesian models. Our analytical experience enables us to apply machine learning solutions to various data types, such as spectral flow cytometry, clinical imaging, and multi-omic marker profiling.
Projects
Multi-Modal Signature of Treatment Response in Breast Cancer
Multi-Modal Signature of Treatment Response in Breast Cancer
Multi-Modal Signature of Treatment Response in Breast Cancer
Breast cancer, like all cancers and no doubt other complex traits, is likely driven by multiple bio-environmental factors that coincidentally drive its development. Consequently, focusing on a single mechanism is likely to impact the efficacy of response and run a higher risk of recurrence, particularly in those who initially responded to treatment. Thus, a greater chance of success undoubtedly lies in a systemic approach targeting multiple biological processes, either by interrupting or enhancing their molecular activities. Achieving this requires an analytical platform that combines complex laboratory processes with automated analytics capable of ingesting multimodal, high-dimensional data.
For this project, InteliMagik partnered with a laboratory at QIMR Berghofer to build a bespoke analytical pipeline from data generation and quality control through segmentation to multimodal predictions of response to immunotherapy. The analytics are based on the latest architectures of deep learning models, calibrated on the most advanced training regimes.
Intelligent Spectral Flow Cytometry in Microbiome
Multi-Modal Signature of Treatment Response in Breast Cancer
Multi-Modal Signature of Treatment Response in Breast Cancer
Spectral Flow Cytometry is an advanced technology for the analysis of single cells or particles, using dispersive multi-laser filtering at various wavelengths. In biological sciences, this technique was traditionally used for the detection and sorting of human immune cells. However, recent analytical advancements have extended its utility to much smaller cells, such as bacteria.
InteliMagik has teamed up with collaborators at QUT to develop semi-automated quality control pipelines for microbiome data, as well as bespoke deep learning analytics for bacterial isolates and faecal matter.
EyeAI
Multi-Modal Signature of Treatment Response in Breast Cancer
EyeAI
We often think of the eye as a window into the soul. This romantic proverb holds a lot of scientific truth when it comes to our health, as much can be learned about our overall well-being from the health of our eyes.
InteliMagik is collaborating with scientists at QIMR Berghofer to help develop deep learning analytical strategies for the early detection of various degenerative disorders.
Partners & Clients
