曙海教學優勢
本課程以項目實現為導向,面向企事業項目實際需要,秉承二十一年積累的教學品質,老師將會與您分享設計的全流程以及工具的綜合使用經驗、技巧。線上/線下/上門皆可,課程可定制,熱線:4008699035。
曙海培訓的課程培養了大批受企業歡迎的工程師。曙海培訓的課程在業內有著響亮的知名度。大批企業和曙海
建立了良好的合作關系,合作企業30萬+。
?數據科學與大數據分析培訓
培訓大綱
1. Big Data Analytics?
Big Data?
State of the Practice in Analytics?
Data Scientist?
Big Data Analytics in Industry Verticals?
2. Data Analytics Lifecycle?
Discovery?
Data Preparation?
Model Planning?
Model Building?
Communicating Results?
Operationalizing?
3. Basic Data Analytic Methods Using R?
Using R to Look at Data?
Analyzing and Exploring the Data?
Statistics for Model Building and Evaluation?
4. Advanced Analytics: Theory and Methods?
K Means Clustering?
Association Rules?
Linear Regression
Logistic Regression?
Na?ve Bayesian Classifier?
Decision Trees?
Time Series Analysis?
Text Analysis?
5. Advanced Analytics: Technologies and Tools?
Analytics for Unstructured Data?
MapReduce and Hadoop?
Hadoop Ecosystem?
In-Database Analytics: SQL Essentials?
Advanced SQL and MADlib for In-Database Analytics?
6. Putting it All Together?
Operationalizing an Analytics Project?
Creating the Final Deliverables?
Data Visualization Techniques?
Final Lab Exercise on Big Data Analytics