Advanced Methods in Data Science and Big Data Analytics
Days: 5 day
Price: $5000
Course Details
This course builds on skills developed in the Data Science and Big Data Analytics
Course Agenda
1. MapReduce and Hadoop
- The MapReduce Framework
- Apache Hadoop
- Hadoop Distributed File System
- YARN
2. Hadoop Ecosystem and NoSQL
- Hadoop Ecosystem
- Pig
- Hive
- NoSQL--Not only SQL
- HBase
- Spark
3. Natural Language Processing
- Introduction to NLP
- Text Preprocessing
- TFIDF
- Beyond Bag of Words
- Language Modeling
- POS Tagging and HMM
- Sentiment Analysis and Topic Modeling
4. Social Network Analysis
- Introduction to SNA and Graph Theory
- Most Important Nodes
- Communities and Small World
- Network Problems and SNA Tools
5. Data Science Theory and Methods
- Simulation
- Random Forests
- Multinomial Logistic Regression
6. Data Visualization
- Perception and Visualization
- Visualization of Multivariate Data
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