Expertise

Industry Focused Expertise

Data Science

Machine Learning

  • Supervised learning, regression and classification models, K-NN, support vector machines, Decision trees
  • Unsupervised Learning (clustering and recommendation)
  • Assembled models and Dimensionality reduction

NLP

  • Text detection, summarisation and processing
  • Word extraction and similarity measures
  • Emotion recognition and grabbing 
  • Image/object detection and classification 
  • Pose estimation 

Deep Learning

  • Training and building Neural Networks models 
  • Regularisation of Neural Networks 
  • Convolutional Neural Networks and Architecture optimisation 
  • Advanced CNN and Keras
  • Text/Word Vector 
  • Recurrent Neural Networks (RNNS)
  • Dropouts and Bayesian Neural Networks 
  • Reinforcement Learning

Artificial Intelligence

  • Combining the power of AI and big data using BigDL
  • Training and building AI models using SSD, Faster-RCNN, MobileNet and ResNet Networks 
  • AI model optimisations (Quantization, Freezing and Fusion) using TensorFlow, Caffe and ONNX
  • Deployment of AI applications on MQTT, FFMPEG and OpenCv to capture and process video streams 

GeoSolution Analytics

  • Machine Learning and Artificial Intelligence for Geoscientist 
  • Virtual Outcrop modelling 
  • AI supervised digital photogrammetry data acquisition and processing 
  • Machine learning and AI for reservoir characterisation and reservoir properties prediction 
  • Automatic lithologic prediction and facies classification
  • Rapid reservoir modelling and reservoir properties distributions

Reservoir Engineering

  • Rapid pore pressure prediction 
  • Time series and history matching using machine learning and AI algorithms 
  • Field development planing and well placement 
  • Production forecast 
  • Reservoir characterisation and redevelopment planning 
  • Reservoir modeling and simulation 
  • Uncertainty analysis and risk quantification 
  • Hydrocarbon fluids prediction and optimised development strategies