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

★★★★★

以後使用的參考材料非常好。

PAUL BEALES- Seagate Technology.

課程:Applied Machine Learning

Machine Translated

你最喜歡的訓練是什麼？：給我一個很好的練習，用R來構建真實情況下的機器學習系統。我可以馬上在我的工作中使用它。這是一個很好的課程。我擁有的最好的之一。

Matthew Thomas - British Telecom

課程:Applied Machine Learning

Machine Translated

它非常互動，比預期更輕鬆和非正式。我們在當時涵蓋了很多主題，培訓師總是樂於接受更詳細的討論，或者更廣泛地討論主題及其相關方式。我覺得培訓給了我繼續學習的工具，相反，它是一次性會議，一旦你完成學習就會停止，這對於主題的規模和復雜性非常重要。

Jonathan Blease

課程:Artificial Neural Networks, Machine Learning, Deep Thinking

Machine Translated

培訓師知識淵博，包括我感興趣的領域。

Mohamed Salama

課程:Data Mining & Machine Learning with R

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Excercises

L M ERICSSON LIMITED

課程:Machine Learning

Machine Translated

實驗練習

Marcell Lorant - L M ERICSSON LIMITED

課程:Machine Learning

Machine Translated

Jupyter筆記本表格，其中提供培訓材料

L M ERICSSON LIMITED

課程:Machine Learning

Machine Translated

有很多練習和有趣的話題。

L M ERICSSON LIMITED

課程:Machine Learning

Machine Translated

一些偉大的實驗室練習由教練深入分析和解釋（例如線性回歸中的協變量，匹配實際功能）

L M ERICSSON LIMITED

課程:Machine Learning

Machine Translated

包括練習在內的所有材料都在同一頁面上然後它會立即更新。最終揭示了解決方案。涼！此外，我很欣賞Krzysztof花了很多精力去理解我們的問題，並向我們提出了可行的技巧。

Attila Nagy - L M ERICSSON LIMITED

課程:Machine Learning

Machine Translated

它展示了許多預備腳本的方法 - 非常精心準備的材料和易於追溯

Kamila Begej - GE Medical Systems Polska Sp. Zoo

課程:Machine Learning – Data science

Machine Translated

我喜歡那種培訓專注於實例和編碼。我認為在三天的訓練中包含這麼多內容是不可能的，但我錯了。培訓涵蓋了許多主題，一切都以非常詳細的方式完成（特別是調整模型的參數 - 我沒想到會有時間這樣，我很驚訝）。

Bartosz Rosiek - GE Medical Systems Polska Sp. Zoo

課程:Machine Learning – Data science

Machine Translated

交替理論/實踐有效！

CIRAD

課程:MATLAB與機器學習入門

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進步演示和方法的應用

Aurélien Briffaz - CIRAD

課程:MATLAB與機器學習入門

Machine Translated

可用性和適應性，問題的答案

Jean-Michel MEOT - CIRAD

課程:MATLAB與機器學習入門

Machine Translated

討論的問題，進行的練習（示例），培訓的氛圍，與培訓師的聯繫，位置。

Wojskowe Zakłady Uzbrojenia S.A. w Grudziądzu

課程:Octave not only for programmers

Machine Translated

我喜歡它更側重於不同文本摘要方法的方法

課程:用Python進行文本摘要

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課程分類

￥22030

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!

Applied AI from Scratch培訓

課程代碼

課程時長

最低要求

概觀

課程簡介

Supervised learning: classification and regression