Machine Learning with Watson and Azure

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如果您对机器学习和云计算感兴趣,那么这门课程适合您。本课程将让您使用在云中部署的机器学习技能。有各种各样的云平台,但只有少数是流行的,如 Azure、AWS、IBM Bluemix 和 GCP。
您可以将这些服务集成到您的 Web、Android、IoT、桌面应用程序中,例如人脸检测、ChatBot、语音检测、文本到自定义语音(带有音调、情感等)、语音到文本、社交媒体上的情感分析或任何文本数据.
您将在 IBM Bluemix (Watson) 和 Microsoft Azure 上学习机器学习工具和技术。
Watson 服务,例如 –
Watson Assistant -> 构建和部署聊天机器人和虚拟助手。
Watson Discovery -> 通过将自动摄取与高级 AI 功能相结合,发现数据中的联系。
Watson Speech to Text (STT) ->轻松将音频和语音转换为书面文本。
Watson Text to Speech (TTS) -> 将书面文本转换为各种语言和语音的自然音频。
沃森语言翻译器->动态翻译新闻,专利或对话性文件。
Watson Natural Language Classifier -> 自信地解释和分类自然语言。
Watson Natural Language Understanding -> 分析文本以从概念、实体和情感等内容中提取元数据。
Watson Visual Recognition -> 使用机器学习标记、分类和搜索视觉内容。
Watson Tone Analyzer -> 分析书面内容中的情绪和语气。
Watson Personality Insights -> 通过书面文本预测个性特征、需求和价值观。
Azure 服务,例如 –
1. 计算机视觉
2. 内容审查器
3. 自定义视觉
4. 文本分析
5. 翻译器
Video: .MP4, 1280×720 30 fps | Audio: AAC, 44.1 kHz, 2ch | Duration: 04:45:58
Genre: eLearning | Language: English + Subtitles | Size: 2.33 GB
Explore various cloud services related to ML


What you’ll learn
Cognitive Computing and how Watson changes the game
On completion of this course you would be able to develop and deploy your applications over IBM Cloud- Bluemix. and having command over the Watson services and tools available.
Using Watson Visual Recognition to tag and classify visual content using machine learning
Capabilities of the Watson API and how to choose the best features for your task
Using Watson Assistant to build an AI assistant(ChatBot)
Using Watson Watson Discovery to unlock hidden values to find answers , monitor trends and surface patterns
Using Watson Natural Language Understanding for advanced text analysis
Using Watson Knowledge Studio to discover meaningful insights in unstructured text.
Using Watson Speech to Text to easily convert audio and voice into written text
Using Watson Text to Speech to convert text into natural-surrounding audio
Using Watson Language Translator to translate from one language to another
Using Watson Natural Language Classifier to interpret and classify natural language with confidence
Using Watson Personality Insights to predict personality characteristics through text
Using Watson Tone Analyzer to understand emotions and communications style in text
Text Analytics
Detecting Language
Analyze image and video
Recognition handwritten from text
Generate Thumbnail
Content Moderator
Custom Vision
Translate

Requirements
Nothing required at all! but if you have a background in computer science or development, it would be beneficial, but not required at all.
You should have Microsoft Azure account
Description
As Machine learning and cloud computing are trending topic and also have lot of job opportunities
If you have interest in machine learning as well as cloud computing then this course for you. This course will let you use your machine learning skills deploy in cloud. There are various cloud platform but only few are popular like Azure, AWS, IBM Bluemix and GCP.
You could integrate these services in your Web, Android, IoT, Desktop Applications like Face Detection, ChatBot, Voice Detection, Text to custom Speech (with pitch, emotions, etc), Speech to text, Sentimental Analysis on Social media or any textual data.
You are about to learn Machine Learning tools and techniques on IBM Bluemix (Watson) and Microsoft Azure.
Watson Services like-
Watson Assistant  -> Build and deploy chatbots and virtual assistants.
Watson Discovery  -> Uncover connections in data by combining automated ingestion with advanced AI functions.
Watson Speech to Text  (STT) ->Easily convert audio and voice into written text.
Watson Text to Speech (TTS)  ->Convert written text into natural-sounding audio in a variety of languages and voices.
Watson Language Translator  ->Dynamically translate news, patents or conversational documents.
Watson Natural Language Classifier  ->Interpret and classify natural language with confidence.
Watson Natural Language Understanding -> Analyze text to extract metadata from content such as concepts, entities and sentiment.
Watson Visual Recognition  ->Tag, classify and search visual content using machine learning.
Watson Tone Analyzer  ->Analyze emotions and tones in written content.
Watson Personality Insights -> Predict personality characteristics, needs and values through written text.
Azure services like-
1. Computer Vision
2. Content Moderator
3. Custom Vision
4. Text Analysis
5. Translator
Who this course is for:
Anyone who is curious to experiment with Artificial Intelligence and develop applications or simply interested in exploring IBM Watson and its powerful services available on IBM Cloud.

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