Microsoft AI...Microsoft AI Transforming businesses with artificial intelligence...
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Microsoft AI Transforming businesses with artificial intelligence 人工智能助力数字化转型 李冕 Stanley Li 人工智能和物联网，资深产品市场经理 IoT & AI, Senior Product Marketing Manager
Transcript of Microsoft AI...Microsoft AI Transforming businesses with artificial intelligence...
Microsoft AITransforming businesses with artificial intelligence人工智能助力数字化转型
李冕 Stanley Li
人工智能和物联网，资深产品市场经理IoT & AI, Senior Product Marketing Manager
微软在人工智能领域的技术突破Microsoft AI breakthroughs
视觉Vision
语音Speech
语言Language
人工智能技术注入微软产品的方方面面AI across Microsoft
Microsoft 365
Azure Cognitive Services
Azure Bot Service
Azure Cognitive Search Azure Databricks
Azure Machine Learning
Azure AI Infrastructure
知识挖掘Knowledge mining
AI 应用和客服AI apps & agents
机器学习Machine learning
机器学习Machine learning
知识挖掘Knowledge mining
Azure Cognitive Services
Azure Bot Service
Azure Cognitive Search Azure Databricks
Azure Machine Learning
Azure AI Infrastructure
AI 应用和客服AI apps & agents
Vision 视觉
Speech 语音
Language 语言
Your apps您的应用
Bot 服务Bot Service
Infuse your apps with powerful,
pre-trained AI models
Customize easily and tailor to your needs
Use language of your choice
Accelerate bot development with an integrated
environment and pre-built templates
Engage your audience easily across multiple
channels
Vision Speech Language Search
…
人工智能对话的广泛用户Conversational
认知服务 –语音服务再升级Cognitive Services – Speech Services newly upgrades
✓ 语言转文字 (Speech to text)
✓ 文字转语音 (Text to speech)
✓ 语音翻译 (Speech translation)
✓ 上述三项的定制化服务Ability to customize all three capabilities
A
机器学习Machine learning
AI 应用和客服AI apps & agents
Azure Cognitive Services
Azure Bot Service
Azure Cognitive Search Azure Databricks
Azure Machine Learning
Azure AI Infrastructure
知识挖掘Knowledge mining
Unlock valuable information lying
latent in all your content
挖掘文档内容的珍贵价值
Your business documents
业务文档
Documents Cognitive skills Fully text-searchable
rich index
Account
executive
Contract
Customer
Product
manager
Billing
Location
Product
documentation
Product
Photos
Emails IoT
signals
Videos
Which customers reported problems after
last week’s update?
Company A
From: [email protected]
Date: 8/15
…experiencing glitches with the rendering...
Company B
From: [email protected]
Date: 8/16
…keeps crashing during rendering…
Company C
From: [email protected]
Date: 8/16
...rendering has been buggy…
知识挖掘Knowledge mining
AI 应用和客服AI apps & agents
Azure Cognitive Services
Azure Bot Service
Azure Cognitive Search Azure Databricks
Azure Machine Learning
Azure AI Infrastructure
机器学习Machine learning
Azure上的机器学习Machine learning on Azure
On-premises Cloud Edge
Vision Language Search
Azure Machine Learning
Onnx
Speech
全面支持主流框架
Popular frameworks
高效的AI开发服务
Productive services
灵活的部署方式
Flexible deployment
认知服务的模型
Sophisticated pretrained models
强大的基础架构
Powerful infrastructure
Keras
CPU GPU FPGA
Azure Databricks Machine Learning VMs
TensorFlowPytorch
Build advanced deep learning solutions
Use your favorite deep learning frameworks without getting locked into one framework
ONNX
Community project created by Facebook and Microsoft
Use the best tool for the job. Train in one framework
and transfer to another for inference
TensorFlow PyTorch Scikit-Learn
MXNet Chainer Keras
这辆车值多少钱？How much is this car worth?
Azure 机器学习Azure Machine Learning
Automated machine learning
建模的过程花费大量的时间Model creation is typically a time consuming process
Mileage
Condition
Car brand
Year of make
Regulations
…
Parameter 1
Parameter 2
Parameter 3
Parameter 4
…
Gradient Boosted
Nearest Neighbors
SVM
Bayesian Regression
LGBM
…
Mileage Gradient Boosted Criterion
Loss
Min Samples Split
Min Samples Leaf
Others Model
Which algorithm? Which parameters?Which features?
Car brand
Year of make
Criterion
Loss
Min Samples Split
Min Samples Leaf
Others
N Neighbors
Weights
Metric
P
Others
Which algorithm? Which parameters?Which features?
Mileage
Condition
Car brand
Year of make
Regulations
…
Gradient Boosted
Nearest Neighbors
SVM
Bayesian Regression
LGBM
…
Nearest Neighbors
Model
Iterate
Gradient BoostedMileage
Car brand
Year of make
建模的过程花费大量的时间Model creation is typically a time consuming process
Car brand
Year of make
Condition
Which algorithm? Which parameters?Which features?
Iterate
建模的过程花费大量的时间Model creation is typically a time consuming process
Enter data
Define goals
Apply constraints
Output
Azure机器学习加速建模Azure Machine Learning accelerates model development
with automated machine learning
Input Intelligently test multiple models in parallel
Optimized model
Azure Cognitive Services
Azure Bot Service
Azure Cognitive Search Azure Databricks
Azure Machine Learning
Azure AI Infrastructure
知识挖掘Knowledge mining
AI 应用和客服AI apps & agents
机器学习Machine learning
Deploy and manage models on intelligent cloud and edge
云端训练和部署Train & deploy
本地训练和部署Train & deploy
智能边缘端部署IoT Edge Deploy
Model optimization for cloud & edge
Manage models in production
Capture model telemetry
Retrain models
产业变革Transforming industries
放大并提升人类智能amplify human ingenuity
惠及每一个人available to everyone
Reasoning Understanding Interacting
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