11/21/19 1 Machine Learning and Artificial Intelligence Powered by AWS 1 Machine Learning used by Amazon u Product Recommendations u Robotics Path Optimization u Alexa voice u Computer vision technology by Prime Air 2 Machine Learning Offered by AWS u Frameworks and Infrastructure u Machine Learning Platforms u API-Driven services u Models u Optimized instances with GPUs and Machine Images 3
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Machine Learning and Artificial Intelligence 2 Major Frameworks uApache MXNet uProduct recommendations engines uCaffe and Caffe 2 uComputer vision projects uTensorflow 4 Machine Learning
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11/21/19
1
Machine Learning and Artificial Intelligence
Powered by AWS
1
Machine Learning used by Amazon
u Product Recommendations
u Robotics Path Optimization
u Alexa voice
u Computer vision technology by Prime Air
2
Machine Learning Offered by AWS
u Frameworks and Infrastructure
u Machine Learning Platforms
u API-Driven services
u Models
u Optimized instances with GPUs and Machine Images
3
11/21/19
2
Major Frameworks
u Apache MXNetu Product recommendations engines
u Caffe and Caffe 2u Computer vision projects
u Tensorflow
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Machine Learning Platforms
u Apache Spark on Amazon Elastic Map Reduceu Process large amounts of data
u Machine Learningu Real-Time Streamingu Interactive Analytics
u SparkMLu Machine learning library using Spark
u In-memory data
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API based tools
u Amazon Rekognitionu Facial and object recognition
u Amazon Pollyu Turn text into speech over voices / languages
u Amazon Lexu Intelligent conversational interfacesu Same technology used in Alexa
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11/21/19
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AWS Pricing
u Standard instances: 0.05 – 6.45 per houru Computer optimized – 0.27 – 4.83 per hour
u Accelerated Computing – 1.26 – 34.272 per hour
u HardwareInstance Type vCPU GPU Mem GPU Mem Network Performance
Ml.t2.medium 2 - 4 - Low to moderateMl.r5.large 2 - 16 - Up to 10 Gbps
Ml.g4dn.16xlarge 64 1xT4 256 16 50 Gbps
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Google Cloud Offerings
u Cloud translation API: $76 per hour
u Cloud speech to text: $0.04 per minute
u Cloud Natural Language API: $5.00 per 1k classification
u Cloud Vision API
u Computer Engine API
u Dataflow API
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Demonstrations
u GCP Image Detectionuhttps://www.qwiklabs.com/focuses/1823?parent=catalog