Case Studies

case study

Animals Hearding

Determining increase or decrease in the stock price based on the historical data of the stock price and news related to this stock.

BERTYoloV5DeepSORTOSNet
Computer Vision
Manufacturing
Interactive

case study

Dash Cam Pothole Detection System

Detects potholes on road surfaces for improving vehicle safety and maintenance.

SNE-RoadSegYOLOv5s6YOLOv5sYOLOv3-tiny
Computer Vision
Automotive
Interactive

case study

Sign Detector

Detects and recognizes traffic signs in real-time to improve driver assistance systems.

EfficientDet
Computer Vision
Automotive
Interactive

case study

Scene and Weather Detector

A system that analyzes scenes and detects weather conditions for better decision-making.

ResNext
Computer Vision
Automotive
Interactive

case study

LiDAR Data Processing

Upscaling algorithms for processing 32-layer LiDAR data for better accuracy and performance.

Unet + Resnet
Computer Vision
Automotive

case study

UI Automation Testing

Automating the testing of Android UI components for improving software quality and user experience.

YOLOCNNPytesseract
Computer Vision
IT Services and Technology
Automotive

case study

NVIDIA Jetson

Assembling, environment creation, and fine-tuning for NVIDIA Jetson for AI applications.

Jetson Nano
ML Ops
Automotive
Manufacturing

case study

Explainable AI

A system for detecting anomalies in neural networks and editing input images to correct wrong predictions.

Activation AtlasFeature VisualizationCAMGradCAMGradCAM++ScoreCAMGuided Backpropagation
Edge AI
Automotive
Retail
Manufacturing

case study

Training with Synthetic Data

Improving the neural network by adding synthetic data to the training dataset. Identifying weaknesses in a Machine Learning Model.

ML InfrastructureWeb developmentAMD Artists Team
Data science
Automotive

case study

Synthetic data generation. Dataset creation

The purpose of this research is to enhance super-resolution (upscale) quality for characters and numbers in games.

Unreal EngineShaders
Data science
Automotive
IT Services and Technology
Retail

case study

Script Editing with LLM

The objective was to streamline the process of editing scripts for testing purposes.

LangChainGpt-3.5-instructAzure OpenAI
Natural Language Processing
Automotive
Retail
Banking (Fintech)
Manufacturing

case study

Duplicate finders

The purpose of this research is to find duplicate tickets in a ticketing system.

S-Bert
Natural Language Processing
Automotive
IT Services and Technology
Banking (Fintech)
Manufacturing

case study

Anomaly Detection

Businesses can intervene in early detecting of anomalies from sensors.

LSTMGRURNN
Generative AI
Automotive
Manufacturing

case study

Search algorithm for identical pictures

There are a huge number of pictures after rendering. Pictures take a long time to upload to services. There are identical pictures among the images. Need to define them across a huge data set.

VGG-16 TripletLossLossLessArcMarginDBSCAN algorithm
Computer Vision
IT Services and Technology

case study

Render Quality Score. Image comparison algorithm

Assessing the quality of a rendered image using OpenCV.

Computer Vision
IT Services and Technology

case study

Monitoring

Develop interactive dashboards where one can access the performance of ML models during training and production with ease.

MLflowPrometheusCustom exporterFilebeatPostgreSQLFilebeatLogstashElastic Search
ML Ops
IT Services and Technology
Banking (Fintech)
Manufacturing

case study

Quantization (INT8) and Converting ML models

Converting PyTorch (TensorFlow) models to ONNX for more efficient model inference.

NetronConverter of PyTorch to ONNX
Edge AI
IT Services and Technology

case study

Optimization

Goal to optimize some processes with machine learning

AMP APEXTensorRT
Edge AI

case study

Knowledge Base Chat Assistance with LLM

Converting PyTorch (TensorFlow) models to ONNX for more efficient model inference.

LangChainChromaGpt-3.5 Azure OpenAI
Natural Language Processing
IT Services and Technology
Banking (Fintech)

case study

Background Removale

Goal to remove the background from a video.

BERTOPHoperHPOOpenCV algorithm TBayesian algorithmU2NetBASNetXceptionMobileNebbd-FastRCNNrtb-bnbrtb-bnb2
Computer Vision
Retail

case study

Motion and open-door detection on CCTV

Goal to detecting activity and classifying the status of a door (open or closed).

OpenCVMOG2 algorithmSVM,ConvolutionScikit-learn SciPy
Computer Vision
Retail
Manufacturing

case study

Smart room

Goal: An algorithm for quickly editing the interior of a room from a photo.

SWINFCNHRNETANNlsun-roomNonCuboidRoomneurvpslu-vp-detectOpenCVLaMafSpy
Computer Vision
Retail
Manufacturing

case study

A solution for retail’s digital twin

Datasets Stream. Computer Vision Stream. NLP Stream.

BERTPythonCatboostTransformersHidden Markov Models
Generative AI
Retail
Banking (Fintech)

case study

Sentiment Analysis and Stock Predictions

Based on the history of the stock price and news related to a specific stock, determine the increase or decrease in the price of a particular stock..

BERT + GRUCatBoostSVCBeautiful SoupHidden Markov Models
Natural Language Processing
Banking (Fintech)

case study

ML Ops

Survey of different ML infrastructure building approaches.

BERTTensorFlow ServingTriton ServerDockerMLflowAirFlowKubeFlowJupyter NotebookMS AzureAWSGoogle CloudVertex AIDialogFlow
ML Ops

case study

ML experiments with Airflow

Goal is to convert CV models to different formats (ONNX, quantized, TVM compiled) and test them systematically.

AirflowMLflowK8s cluster
ML Ops

case study

Smart Dataset Merging

Algorithm for merging data sets with data repetition checking.

AutoencoderDBSCAN algorithmEmbedding algorithmClustering algorithmdlib algorithms
Data science

case study

Face Recognition

A face recognition system for driver monitoring and identification to enhance security and personalization.

FaceNetFastMTCNN
Computer Vision
Automotive
IT Services and Technology