Applied AI from Scratch培訓

課程代碼

appai

課程時長

28 時間: 同常來說包括休息是 4天

最低要求

There are no specific requirements needed to attend this course.

概觀

This is a 4 day course introducing AI and it's application. There is an option to have an additional day to undertake an AI project on completion of this course. 

課程簡介

Supervised learning: classification and regression

  • Bias-variance trade off
  • Logistic regression as a classifier
  • Measuring classifier performance 
  • Support vector machines
  • Neural networks
  • Random forests    

Unsupervised learning: clustering, anomaly detetction

  • principal component analysis
  • autoencoders    

Advanced neural network architectures

  • convolutional neural networks for image analysis
  • recurrent neural networks for time-structured data
  • the long short-term memory cell

Practical examples of problems that AI can solve, e.g.

  • image analysis
  • forecasting complex financial series, such as stock prices,
  • complex pattern recognition
  • natural language processing
  • recommender systems    

Software platforms used for AI applications:

  • TensorFlow, Theano, Caffe and Keras
  • AI at scale with Apache Spark: Mlib    

Understand limitations of AI methods: modes of failure, costs and common difficulties

  • overfitting
  • biases in observational data
  • missing data
  • neural network poisoning

客戶評論

★★★★★
★★★★★

促銷課程

訂閱促銷課程

為尊重您的隱私,我公司不會把您的郵箱地址提供給任何人。您可以享有優先權和隨時取消訂閱的權利。

我們的客戶

is growing fast!

We are looking to expand our presence in Taiwan!

As a Business Development Manager you will:

  • expand business in Taiwan
  • 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!