Data science deals with mathematics, computer science and statistics. In varied domains, Innotomy provides consultancy (high level, design level and implementation level) in following areas:
- Data Wrangling
- Data Cleaning
- Data Analytics
- Predictive Analytics
- Machine Learning
- Deep Learning
Innotomy services cover following broad areas:
- Healthcare
- Pharma
- Biology
- Physics
- Chemistry
- Quantitative Economics
- Ecology
- Remote Sensing
- Green resources - Energy, Water and Air
Innotomy offers services in the following technology areas:
- Data wrangling and cleaning
- Data analytics
- Machine learning
- Deep learning
- Computer vision, graphics and image processing
- Medical imaging and analysis
- Signal processing
- Time series analysis
Innotomy offers following types of services:
- High-end Consulting services
- AI implementations
- Teaching and Research Mentorship
- Training and workshops
Innotomy offers the services, typically, using one of the following business models:
- Time and materials based
- Fixed price based
- Transaction based
- Long-term
Cloud Computing has transformed the data science industry by making high-end computations accessible to everyone at very low cost. Innotomy has experience in using GPUs and CPUs for solving AI problems.
- NVIDIA GPUs - K80, P100, Jetson TX2
- Google TPUs v2
- AWS
- Google Cloud
- FloydHub
- Paperspace
The languages that make data science happen!
- Julia - A language for high performance numerical analysis and computational science, also used as spec language in quantum computing
- Python - By far the most popular. Numpy, Scipy and Pandas are enhancers
- R - Preferred language generally in Genomics. Powerfully backed by Bioconductor
- Swift - Slowly but surely picking up
Popular deep learning libraries used by Innotomy are:
- Keras - Deep learning library for Theano / TensorFlow
- TensorFlow - Google backed mathematical backend with a simplified high level abstraction
- PyTorch - Open source machine learning library
- MXNet - Apache's Deep Learning Framework
- CNTK - Microsoft's Cognitive Toolkit