science of exploring innovations

         

Data wrangling and web scraping

  • Data importing
  • Web scraping
  • Reshaping data by combining tables
  • String processing
  • Dates, time and text mining

Data analytics

  • Understanding data
  • Exploratory data analysis
  • Data visualization
  • Statistical data analysis

Machine learning

  • Linear regression
  • Logistic regression
  • Decision trees - CART and random forest
  • MARS and clustering
  • Gradient Boosting
  • Naive Bayes Classifier
  • K-nearest neighbors
  • Support Vector Machines
  • Ensemble models

Deep learning

  • Restricted Boltzmann machines (RBM)
  • Convolutional Neural Networks (CNN)
  • Region based CNN (R-CNN)
  • Region Proposal Networks (RPN)
  • Feature Pyramid Networks (FPN)
  • Deep residual networks (ResNet and ResNext)
  • ImageNet classification (ImageNet, AlexNet, VGGNet, LeNet)
  • U-net
  • YOLO
  • Adversarial Networks (GAN)

Computer Vision, Graphics and Image Processing

  • Feature Detection and Classification
  • Object Localization
  • Object Detection
  • Segmentation
  • Grayscale Image Morphology

Medical Imaging and Analysis

  • Image sources - X-Rays, CT, MRI, Ultrasound, Optical and Molecular Imaging
  • Region growing and clustering
  • Image segmentation
  • object detection
  • Using ML and DL in image analysis

Signal Processing

  • Speech Processing
  • Demand modeling, anticipatory buffering
  • Detecting signals
  • Predicting signals
  • Wavelets
  • Handoff and inter-cell scheduling

Time Series Analysis

  • Smoothing and filtering
  • Holt-Winters model
  • Econometric approach
  • Linear and logistic models
Tweets by Innotomy Consulting