Research & Consulting

We consult/research on Deep Learning especially in the field of Natural Language Processing for Tier -1 Companies.

SOFTWARE

Provide training and consulting on AI and more specifically on Deep Learning, and can work with your in-house team. Also we work in DevOps mode if needed to design, develop and maintain the AI solution. We deliver value by understanding your use cases and providing end to end strategy and implementation.

It is very important to use open source tools and stay away from proprietary AI platforms. AI is still a moving target. By locking in to an AI platform, you risk wasting a lot of time and resources when new AI technologies appear. We only use open source tools and help you build AI and data science platforms which are platform agnostic and easy to maintain and support.

Having done extreme optimizations(fine-tuning) and research on NMT/BERT/XLNET and YOLO v3 based architectures we are positioned uniquely to the following.
Install, configure and optimize vanilla (Google's) NMT/BERT/XLNET at your on-premise/cloud hardware
Install Stillwater's pretrained and more finely tuned NMT/BERT/XLNET on your on-premise/cloud hardware
Building AI platform for an Investment Banking Major for Automated Trading and Operational Optimization(Automated L1/L2/L3 support) using the above technology stack.

MICROARCHITECTURE
SPECIALIZATION

Microarchitecture based optimization is our specialization, more specifically P5(Intel) to Skylake(Intel). On the vector side, SIMD, GPUs(Nvidia).

With an intimate knowledge of microarchitecture, we could help your team provision hardware for the job.
We could also help your team to choose the right libraries already optimized for the CPU/GPU

Last 5 years we have been working on Optimizing Tensorflow based models and their variations on GPUs. This places us uniquely in space where few have gone before. We could provision the Hardware required for your model(s) or work with your team and guide them to utilize whatever is available.

CPU/GPU programming is an art, often requiring weeks just to optimize. Here is an example of micro-optimization for Haswell. Download PDF here

HARDWARE

Because of our microarchitecture specialization, we could help you with

Because of our microarchitecture specialization, we could help you with:

Installing and Configuring Artificial Intelligence based models on your on-premise/cloud hardware.
Install, configure and optimize vanilla (google's) NMT/BERT/XLNET and YOLOv3 at your on-premise/cloud hardware.
Install Stillwater's pretrained and more finely tuned NMT/BERT/XLNET on your on-premise/cloud hardware.
We also have NMT/BERT/XLNET-as-a-service for our clients. This can be done for most NLP use-cases. Contact us for costing.

EXPERTISE

We use machine learning tools and algorithms to help companies develop AI-driven products and solutions. We have profound knowledge and experience in designing, implementing and integrating Artificial Intelligence solutions within the customer’s business environment.

Deep learning
Natural language processing

LSTM
Neural Machine Translations(NMT) with Attention
Google's Neural Machine Translations(GNMT)
Self Attention
ELMO
ULMFIT
Transformer
BERT(Bidirectional Encoder Representations from Transformers)

Computer vision
Predictive modeling
Anomaly detection
Machine Learning
Microarchitecture(CPU and GPU)
Fraud Detection
Time Series analysis
Predictive Analytics
Clustering and Segme

We consult/research on Deep Learning especially in the field of Natural Language Processing for Tier -1 Companies.

Read more

Microarchitecture based optimization is our specialization, more specifically P5(Intel) to Skylake(Intel). On the vector side, SIMD, GPUs(Nvidia).

Read more

Because of our microarchitecture specialization, we could help you with

Read more

We use machine learning tools and algorithms to help companies develop AI-driven products and solutions. We have profound knowledge and experience in designing, implementing and integrating Artificial Intelligence solutions within the customer’s business environment.

Read more

Consulting Enquiry