Login
Categories
Machine Learning
Machine Learning
Artificial Intelligence
Big Data Analytics & Cloud Computing
Software Development
Web Application Development
Java Development
Python
Cyber Security
Cyber Security
Soft Skills
Soft Skills Development
IT Project Management
Web Application Development
Web Application Development
Big Data Analytics / Data Science
Bid Data Analytics / Data Science
Kosovo Young ICT Skilled Profiles
Login
Become An Instructor
×
Big Data Analytics / Data Science 3
Big Data Analytics / Data Science 3
199 Students enrolled
Created by: Konstantinos Liagkouras, Arta Abdullahu
Last Updated: 21st February 2023
English
Requirements
Big Data Analytics / Data Science 3
Description
Big Data Analytics / Data Science 3
Content
Chapter 1 - Introduction to Data Science
Introduction to Big Data
Multiple Regression Analysis
Logistic Regression in Python
Preparation, Exploration, and Visualization
Types of data analysis, Types of jobs in Data Analytics, Database administrator
Fundamental areas of study in data science; Data Collection and Storage
Data Collection and Storage/Preparation, Exploration, and Visualization
Introduction to Python Programming
Introduction to Numerical Python (NumPy)
Supervised Learning
Introduction to K-Nearest Neighbors (KNN)
Introduction to Support Vector Machines
Introduction to Random Forest
Introduction to Naive Bayes
Introduction to Decision Trees
Introduction to Time Series
Introduction to Sentiment Analysis
Introduction to Artificial Neural Networks (ANN)
Image Recognition and Classification with TensorFlow
Artificial Neural Networks compared with other Machine learning techniques
Chapter 2 - Python Programming Fundamentals
Introduction to Python
Introduction to Python cont.
Python: Lists, Loops
Python: Variables; Variables in Python (Operators - Artithmetic Operators in Python, Assignment Operators in Python)
User Defined Functions in Python
Sentiment Analysis
Sentiment Analysis by using Hidden Markov Model
Sentiment Analysis with NLTK Library
Sentiment Analysis by using Python
Chapter 3 - Python for Data Analysis
Python File Open and Write
Matplotlib Plotting
Matplotlib Plotting - Part2
Bar Chart
Pandas Series/DataFrame
Pandas Series/DataFrame - Part2
Pandas Series/DataFrame - Part3
Pandas/Cleaning Data
Pandas Series/DataFrame - Part4
Pandas/Cleaning Data; Working with large CSV files in Python
Working with large CSV files in Python_Part 2
Unsupervised Learning
Introduction to Unsupervised Learning
K - Mean Clustering with Python
Principal Component Analysis with Python
Introduction to Reinforcement Learning
Q – Learning in Reinforcement Learning with Python
Optimization Techniques
Dijkstra s Algorithm in Python
Mixed Integer programming with Python
Chapter 4 - Apache Hadoop and MongoDB
Managing Big Data using Apache Hadoop and MongoDB
Managing Big Data using Apache Hadoop and MongoDB Part 2
Chapter 5 - SQL for Big Data
Introduction to SQL
Interacting with Databases - SQL
SQL for Big Data: Introduction to SQL-on-Hadoop frameworks (e.g., Hive, Impala) Working with large datasets using HiveQL Performance tuning for big data queries Introduction to NoSQL database
Data Manipulation and Analysis with SQL and Big Data: Complex queries and transformations on large datasets
Advanced Topics in SQL and Big Data: Window functions and analytics in SQL Working with semi-structured and unstructured data Handling streaming data and real-time analytics Data governance a
Chapter 6 - Analyze Data in Excel
Excel Basics for Data Analysis
Chapter 7 - Power BI
Introduction to Power BI, Data Modeling and Transformation, Visualizations and ReportsBuilding interactive reports and dashboards Exploring different types of visualizations (charts, tables,
Recent Modules
Web Development Practitioner
Last Updated 16th September 2024
0
Machine Learning
Last Updated 16th September 2024
47
Artificial Intelligence
Last Updated 16th September 2024
47
Python Programming
Last Updated 17th September 2024
198
Big Data Analytics / Cloud Computin...
Last Updated 16th September 2024
153
Meet your instructor
Konstantinos Liagkouras
Meet your instructor
Arta Abdullahu
Meet your instructor
Report
Become An Instructor
×