Machine Learning in business – AI/Robotics 교육 과정

Course Code

mllbg

Duration

14 hours (usually 2 days including breaks)

Requirements

Knowledge and awareness of Machine Learning fundmentals

Overview

이 교실 기반의 교육 세션은 컴퓨터 기반의 예제 및 관련 프로그램 languauge를 사용하여 사례 연구 해결 연습을 통해 기계 학습 기술을 탐색합니다 .

Machine Translated

Course Outline

  1. Introduction to ML
    • Machine learning as part of Artificial intelligence
    • Types of ML
    • ML algorithms
    • Challenges and potential use of ML
    • Overfitting and bias-variance trade-off in ML
  2. Techniques of Machine learning
    • The Machine Learning Workflow
    • Supervised learning – Classification, Regression
    • Unsupervised learning – Clustering, Anomaly detection
    • Semi-supervised learning and Reinforcement Learning
    • Consideration in Machine Learning
  3. Data Preprocessing
    • Data preparation and transformation
    • Feature engineering
    • Feature Scaling
    • Dimensionality reduction and variable selection
    • Data visualization
    • Exploratory analysis
  4. Case studies
    • Advanced feature engineering and impact on results in linear regression for prediction
    • Time series analysis and Forecasting monthly volume of sales  - basic methods, seasonal adjustment, regression, exponential smoothing, ARIMA, neural networks
    • Market basket analysis and association rules mining
    • Segmentation analysis using clustering and self-organising maps
    • Classification which customer is likely to default using logistic regression, decision trees, xgboost, svm

 

회원 평가

★★★★★
★★★★★

Related Categories

Related Courses

코스 프로모션

고객 회사

is growing fast!

We are looking to expand our presence in South Korea!

As a Business Development Manager you will:

  • expand business in South Korea
  • 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!

This site in other countries/regions