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
×
Machine Learning
Machine Learning
59 Students enrolled
Created by: Konstantinos Liagkouras, Freda Dyrkaj
Last Updated: 5th March 2024
English
Requirements
Machine Learning
Description
Machine Learning
Content
1- Introduction to Machine learning
1- Introduction to ML
2- Introduction to Python Language
2: Install Python - If-Else Statements
3- String Variables
4- Functions
5- Lists
6- DictTuplesFiles
7- Exercises
3 - Python libraries suitable for ML
8-Exam_Python. Pandas
9-Data Cleaning with Pandas
10-Loading data for ML
11-Introduction to Analytics/NumPy
12- Data preparation with Numpy
4- Analytics and Visualization
13-Understanding data with Visualization
14-Python Libraries Test. Introduction to Advanced Analytics
5- Regression Analysis
15: Introduction to Linear Regression
16-Logistic Regression
17- Logistic/Multiple Regression Exercises
18- Scaling
19- Introduction to Classification-Confusion Matrix
20- Feature scaling techniques
6 - Supervised Learning
Introduction to Support vector machine SVM
Introduction to K-Nearest Neighbors (KNN)
Exercises in K-Nearest Neighbors
Introduction to Random Forest
Introduction to Naive Bayes
Naive Bayes for Text Classification
35- Microsoft BI
36- Exam Supervised Learning
34- P_Value-Statistical Tests
37- Introduction to Heteroscedasticity
38- Bresuch-Pagan test
39- Polynomial Regression
40- Polynomial Regression Exercises real world
41- Repeat all chapters
42- Final Exam
43- Student discuss-Report preparation
7- Introduction to RDBMS-MYSQL
21- Introduction to DBMS
22- ER Model-Relational Model
23- MySql-Query-Constraints
24- Mysql-SelectWhere-IndexView
25- Mysql_Joins
26- Mysql-GroupBy-HavingBy
27: MySql- Stored Procedures
28- MySql- Exercises total lessons
29- MySqlExam
Sentiment Analysis
Text Mining in Python
Sentiment Analysis with python
Advanced Sentiment Analysis
Tensorflow for processing text
8- Connect Python with MySql
30- Connect Python with MySql
31- Functions and Queries in PythonMySql
32- Python- MySql Exercises
33- MySQL and Data Frames Module
Optimization
Genetic Algorithms in Python
Technical Analysis with python
Artificial Neural Networks
Introduction to ANN
Reinforcement Learning
Introduction to Reinforcement Learning
Unsupervised Learning
Introduction to Unsupervised Learning
Exercises in Unsupervised Learning
Recent Modules
Web Development Practitioner
Last Updated 1st February 2025
0
Cybersecurity Professional
Last Updated 1st February 2025
0
Machine Learning
Last Updated 1st February 2025
0
Artificial Intelligence
Last Updated 1st February 2025
0
Python Programming
Last Updated 1st February 2025
0
Meet your instructor
Konstantinos Liagkouras
Meet your instructor
Freda Dyrkaj
Meet your instructor
Bug Data Trainer
Report
Become An Instructor
×