BIG DATA & ANALYTICS

TMA - Big Data & Analytics  service

Get the most from your valuable data – make your data speak

BIG DATA & ANALYTICS & AI

Our BI, big data and analytics team has supported many customers in building BI and analytics solutions to process large amounts of business data and provide real-time reports for business decisions.

Services

  • Data warehouse and data mining design and implementation
  • Collect and analyze data in real-time
  • Data visualization
  • Standard and custom reports
  • Data analytics and forecasting
  • Analyzing high volume structured and unstructured data
  • Data migration

Technologies

  • Data Warehousing
    • SSIS, SSRS, AWS Glue, AWS SQS, AWS DMS, AWS Kinesis Stream, AWS Kinesis Firehose, AWS EMR
    • Hbase, HDFS
    • MongoDB, CouchDB, Cassandra, Teradeta, AWS RedShift, AWS Aurora, AWS Athena, AWS Dynamo Database
  • Frameworks
    • Hadoop, Spark
    • Kafka, Storm, Sqoop, Flume
    • Mahout, Drill, Solr
    • Druid, SnappyData, Cassandra
    • Map Reduce, Pentaho
  • BI and Data Visualization
    • Tableau, Splunk, Pentaho, QuickSight, PowerBI, PowerApp, Cognos, Jasper, Qlikview, Pentaho BI, Power View, Datazen
  • Predictive analytics: Regression, Classification, Clustering, Time Series
  • Programming: Python, R, Java, Hive, Scala, SAS, SPSS

AI & Machine Learning - Skill Set

  • Machine Learning
    • Descriptive Statistics
    • Deep learning: TensorFlow, Keras, Yolo
    • Model Optimization: TensorRT, OpenVINO
  • Reinforcement Learning
    • Markov decision process
    • Q-Learning and Deep Q-Networks
  • Supervised Learning: Linear Regression, Neural Networks, Support Vector Machines
  • Unsupervised Learning
    • K-Means Clustering
    • Anomaly Detection
    • Principal component analysis (PCA)
    • Latent Dirichlet allocation (LDA)
  • MLaaS: SAS, Google Cloud AI, Microsoft Azure AI, AWS AI
  • Computer Vision: Image/video analytics
  • Object Detection: Products, People, Vehicles
  • NLP/OCR
  • Category Theory
TMA - Big Data & Analytics  service

AI & Machine Learning - Sample Tools

  • AI: Scikit Learn, TensorFlow, Caffe, MxNet, Keras, PyTorch, Theano, OpenVINO, Tensorrt, Gym, OpenCV, Pillow, Rawpy, Scikit-image
  • NLP: Gensim, Underthesea, NLTK, Hugging Face, Spacy
  • OCR: Tesseract, Google Vision, AWS Textract
  • ML Pipeline: Ạmazon Sagemaker, Apache Airflow
  • Infrastructure: Docker, Kafka, RabbitMQ, Kubernetes

Let contact our BI, big data and analytics team to discuss solution for your needs