Introduction to Data Science and AI (using Python)培训

课程编码

aidatascience

课程时长

35 小时 通常来说是5天,包括中间休息。

要求

None

课程概览

这是为期5天的Data Science和AI入门。

本课程随附使用Python示例和练习

Machine Translated

课程大纲

Introduction to Data Science/AI

  • Knowledge acquisition through data
  • Knowledge representation
  • Value creation
  • Data Science overview
  • AI ecosystem and new approach to analytics
  • Key technologies

Data Science workflow

  • Crisp-dm
  • Data preparation
  • Model planning
  • Model building
  • Communication
  • Deployment

Data Science technologies

  • Languages used for prototyping
  • Big Data technologies
  • End to end solutions to common problems
  • Introduction to Python language
  • Integrating Python with Spark

AI in Business

  • AI ecosystem
  • Ethics of AI
  • How to drive AI in business

Data sources

  • Types of data
  • SQL vs NoSQL
  • Data Storage
  • Data preparation

Data Analysis – Statistical approach

  • Probability
  • Statistics
  • Statistical modeling
  • Applications in business using Python

Machine learning in business

  • Supervised vs unsupervised
  • Forecasting problems
  • Classfication problems
  • Clustering problems
  • Anomaly detection
  • Recommendation engines
  • Association pattern mining
  • Solving ML problems with Python language

Deep learning

  • Problems where traditional ML algorithms fails
  • Solving complicated problems with Deep Learning
  • Introduction to Tensorflow

Natural Language processing

Data visualization

  • Visual reporting outcomes from modeling
  • Common pitfalls in visualization
  • Data visualization with Python

From Data to Decision – communication

  • Making impact: data driven story telling
  • Influence effectivnes
  • Managing Data Science projects

客户评论

★★★★★
★★★★★

课程分类

相关课程

促销课程

订阅促销课程

为尊重您的隐私,我公司不会把您的邮箱地址提供给任何人。您可以享有优先权和随时取消订阅的权利。

我们的客户

is growing fast!

We are looking to expand our presence in China!

As a Business Development Manager you will:

  • expand business in China
  • recruit local talent (sales, agents, trainers, consultants)
  • recruit local trainers and consultants

We offer:

  • Artificial Intelligence and Big Data systems to support your local operation
  • high-tech automation
  • continuously upgraded course catalogue and content
  • good fun in international team

If you are interested in running a high-tech, high-quality training and consulting business.

Apply now!

该网站在其他国家/地区