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Group 1 - Big Data Analytics / Data Science
Group 1 - Big Data Analytics / Data Science
266 Students enrolled
Created by: Konstantinos Liagkouras
Last Updated: 18th February 2022
English
Requirements
Group 1 - Big Data Analytics / Data Science
Description
Group 1 - Big Data Analytics / Data Science
Content
Introduction to Big Data
Introduction and Test
Data Ecosystem
Visualization with Matplotlib
Numerical Python (NumPy) part A
Numerical Python (NumPy) part B
Time Series
Data Science Modeling Techniques
Linear Regression
Logistic Regression
Scaling Data Analytics
Random Forest
Support Vector Machines part I
Support Vector Machines part II
k-nearest neighbors (KNN)
Naive Bayes Classifier
Working with Datasets
Gathering and Wrangling Data
Forecasting with ARMA, ARIMA and SARIMA
Artificial Neural Networks
Recurrent Neural Networks
Brownian Motion
Bootstrap Method
Visualizing the SVM
Decision Trees
Decision Tree Classification in Python
Project
Decision Tree Classification in Python
Unsupervised learning
K Means clustering
Data Extraction
Data Processing and Cleaning using Panda Python
Text Mining
Hadoop
Introduction to Hadoop
Hadoop database (HBASE)
Project in Big Data Analytics
How to Write a Research Paper
How to write a Research Project
Project Preparation
Project Preparation part II
How to collect and process News Announcements
How to perform Text Mining
Analyzing text with Text Mining
Revision in Neural Networks
Revision in ANN
Revision in ANN
Revision in Unsupervised Learning
Revision in Naive Bayes Classifier
Revision in Random Forest Classfication
Revision in Big Data Analytics Techniques
Sentimental Analysis
Introduction to Sentimental Analysis
Text Mining
Optimization Techniques
Linear Programming with Python
Integer Programming Algorithms
Introduction to Genetic Algorithms
Genetics Algorithms (Operators, Encoding scheme, Performance metrics)
Introduction to Multiobjective Optimization
Multiobjective Optimization (NSGA2)
NSGA-II: Non-dominated Sorting Genetic Algorithm 2 with Python
Applying Multi-objective Optimization Algorithms for Solving Real world Problems
Fuzzy Logic with Python
Fuzzy Logic with Python
Fuzzy inference system with Python
Fuzzy Inference System
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Konstantinos Liagkouras
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