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コース概要
Introduction to Data Analysis and Big Data
- What Makes Big Data "Big"?
- Velocity, Volume, Variety, Veracity (VVVV)
- Limits to Traditional Data Processing
- Distributed Processing
- Statistical Analysis
- Types of Machine Learning Analysis
- Data Visualization
Big Data Roles and Responsibilities
- Administrators
- Developers
- Data Analysts
Languages Used for Data Analysis
- Python
- Why Python for Data Analysis?
- Manipulating, processing, cleaning, and crunching data
Approaches to Data Analysis
- Statistical Analysis
- Time Series analysis
- Forecasting with Correlation and Regression models
- Inferential Statistics (estimating)
- Descriptive Statistics in Big Data sets (e.g. calculating mean)
- Machine Learning
- Supervised vs unsupervised learning
- Classification and clustering
- Estimating cost of specific methods
- Filtering
Big Data Infrastructure
- Data Storage
- Relational databases (SQL)
- MySQL
- Postgres
- Oracle
- Understanding the nuances
- Hierarchical databases
- Object-oriented databases
- Document-oriented databases
- Graph-oriented databases
- Other
- Relational databases (SQL)
The Future of Big Data
Summary and Next Steps
要求
- A general understanding of math
- A general understanding of programming
- A general understanding of databases
Audience
- Developers / programmers
- IT consultants
21 時間
お客様の声 (5)
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
Ian - Archeoworks Inc.
コース - ArcGIS Fundamentals
Lab exercise
Tse Kiat - ST Engineering Training & Simulation Systems Pte. Ltd.
コース - Automated Monitoring with Zabbix
All the topics which he covered including examples. And also explained how they are helpful in our daily job.
madduri madduri - Boskalis Singapore Pte Ltd
コース - QGIS for Geographic Information System
私はパブロのスタイル、レポートのデザイン、HTML によるカスタマイズからシンプルな ML アルゴリズムの実装まで、多くのテーマをカバーしている点が気に入りました。Go理論情報と演習のバランスも取れています。パブロは私が興味を持っているすべてのトピックを実際にカバーし、私の質問に包括的に答えてくれました。
Cristian Tudose - SC Automobile Dacia SA
コース - Advanced Data Analysis with TIBCO Spotfire
Machine Translated
Actual application of spotfire and all basic functions.
