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[email protected]://tma-innovation.center
TMA Data Science Labmaximizing the value of your data
200 developers Clients from Europe, USA,
Australia, New Zealand, Japan, Korea
AI & machine learningBig data & analytics
TelecomBankingHealthcarePharmaceuticalAgriTech
E-commerceRetailAutomotiveSecurityManufacturing
Sample applications
Network AnalyticsHealthcare AnalyticsMachine OptimizationRPA/Document ParserCyber SecurityIdentity AnalyticsBrand Detection
Student AnalyticsTraffic AnalyticsAgriculture Data AnalyticsSurface Analysis Distribution Analytics & Forecasting Social Network Content Analytics Personalized Car Navigation
Check Technical FeasibilityFind Technical Solutions Build Product Prototypes
Design & ImplementR&D Projects
Build & Operate YourInnovation Centers
AI & Machine Learning Services
[email protected]://tma-innovation.center
Sample AI/ML Projects
Machine Optimization
RPA/Document Parser
Student Analytics
A comprehensive solution combining Smart Device Framework, Predictive Maintenance, Machine Performance Optimization, and Edge Data Secured Processing to control, monitor, optimize device performance and reduce energy consumption.
Drone to fly in certain area and pre-defined schedule to check if any vehicle is parking in a wrong place
Apply AI/ML/NLP/OCR to automate business processes to increase productivity and reduce manual work and timeEngine to extract contents from scanned documents Structured documents Un-structured documents
Brand Recognition
Personalized Car Navigation
Check Vehicle Parking by Drone
Auto identify brands in advertisements: Labeling Product recognition Brand recognition
POI search function on carResult list ranked and optimized based on learned user interests, preferences
Analyze student personalities, strengths and weaknesses based on past test resultsPropose personalized learning contents and tests for each studentPropose appropriate learning path, courses and lessons
Reinforcement learning Fuzzy logicData predictionTime seriesIoT
AI/ML, deep learningObject detectionOpenCVNLPTensorflow
AI/MLObject detectionVideo streaming
AI/ML, deep learningNLPOCRComputer visionTensorflowSupport Vector MachineK-meansCollaborative filtering
AI/MLData analytics
AI/MLMatrix factorization
Project Description Technology
Big Data & Data Analytics Services
[email protected]://tma-innovation.center
Data warehouse and data miningdesign and implementation
Collect and analyze data in real-timeData integration and aggregation
Analyzing high volume structuredand unstructured data
Data migration
Data visualization Standard andcustom reports
Data analyticsand forecasting
Sample Big Data & Analytics Projects
Network Analytics
Distribution Analytics & Forecasting
Cyber Security
Monitor and analyze performance of network devicesEnsure high scalability and capacity
Supply chain and product distribution analyticsConsolidating data from multiple systems into a single sourceProviding a global visibility of distribution inventory across the countries.Standard and custom reportsSale analytics and forecasting
Social Network Content Analytics
Collect, track and report social network dataAnalyze data for marketing campaigns
Analyze log data in real-time: Attack statistics Real-time attack monitoring Malware alert
SparkHadoop
KafkaRedis
SparkHadoop
RedisCassandra
SSRS, SSISData WarehouseData MartCrystal reportsCognos reportsQlikViewParadox
SparkKafkaHiveCloudera
MongoDBCassandraTeradata
Traffic Analytics
Surface Analysis
Collect and analyze traffic data in real-timeSpeed profile
Visualize and analyze surface based on 3D images
Infrastructure: Hadoop, Map Reduce, Pentaho, MS BI PlatformModeling/Analytics: Machine learning / data mining techniques (e.g. SVM, Neuron network…), R, MahoutReporting/BI: SSRS, Pentaho BI, Hive, 2D/3D map
Mass spectrometry imaging(MSI) Analyzing ToF-SIM data (multiple dimension)Principal component analysis (PCA) algorithmBayes theoremR Language
Project Description Technology
Big Data & Data Analytics Skill Set
[email protected]://tma-innovation.center
Data WarehousingSSIS, SSRSHbase, HDFSMongoDB, CouchDB, Cassandra, Teradeta
BI and Data VisualizationTableau, Splunk, Pentaho, QuickSight, PowerBI,Cognos, Jasper, Qlikview, Pentaho BI, Power View,Datazen
ProgrammingPython, R, Java, Hive, Scala, SAS, SPSS
PlatformAmazon, Google, Microsoft, Hadoop
FrameworksHadoop, SparkKafka, Storm, Sqoop, FlumeMahout, Drill, SolrDruid, SnappyData, CassandraMap Reduce, Pentaho
Predictive analyticsRegressionClassificationClusteringTime Series
AI & Machine Learning Skill Set
Machine LearningDeep Learning: TensorFlow, Keras, PytorchFederated LearningDescriptive Statistics
Reinforcement LearningMarkov decision processQ-Learning and Deep Q-Networks
MLaaSGoogle Cloud AIMicrosoft Azure AIAWS AI NLP Recommendation
Computer Vision Object Detection
Supervised LearningLinear RegressionNeural NetworksSupport Vector Machines
Unsupervised LearningK-Means Clustering Anomaly DetectionPrincipal component analysis (PCA)Latent Dirichlet allocation (LDA)
