- Duration: 10 weeks
Categories: DELL EMC
Module 1: MapReduce and Hadoop
- Lesson 1: The MapReduce Framework
- Lesson 2: Apache Hadoop
- Lesson 3: Hadoop Distributed File System
- Lesson 4: YARN
Module 2: Hadoop Ecosystem and NoSQL
- Lesson 1: Hadoop Ecosystem
- Lesson 2: Pig
- Lesson 3: Hive
- Lesson 4: NoSQL – Not Only SQL
- Lesson 5: HBase
- Lesson 6: Spark
Module 3: Natural Language Processing
- Lesson 1: Introduction to NLP
- Lesson 2: Text Preprocessing
- Lesson 3: TFIDF
- Lesson 4: Beyond Bag of Words
- Lesson 5: Language Modeling
- Lesson 6: POS Tagging and HMM
- Lesson 7: Sentiment Analysis and Topic Modeling
Module 4: Social Network Analysis
- Lesson 1: Introduction to SNA and Graph Theory
- Lesson 2: Most Important Nodes
- Lesson 3: Communities and Small World
- Lesson 4: Network Problems and SNA Tools
Module 5: Data Science Theory and Methods
- Lesson 1: Simulation
- Lesson 2: Random Forests
- Lesson 3: Multinomial Logistic Regression
Module 6: Data Visualization
- Lesson 1: Perception and Visualization
- Lesson 2: Visualization of Multivariate Data
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