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Machine Learning
Machine Learning
68 Students enrolled
Created by: Konstantinos Liagkouras
Last Updated: 15th February 2023
English
Requirements
Machine Learning
Description
Machine Learning
Content
Introduction to Machine learning
Introduction to Machine Learning
Data visualization by using Python
Regression Analysis
Introduction to Regression Analysis
Multiple Regression Analysis
Introduction to Logistic Regression
Polynomial Regression in Python
How to accomplish a Project
Supervised Learning
Introduction to K Nearest Neighbors (KNN)
Exercises in K- Nearest Neighbors (KNN) with Python
Introduction to Support Vector Machines
Support vector Regression
Introduction to Random Forest
Exercises in Random Forest with Python
Decision Trees with Python
Exercises in Decision Trees with Python
Introduction to Time Series
Exercises in Time Series
Introduction to Artificial Neural Networks (ANN)
Image Classification with ANN
Convolutional Neural Networks
Image Recognition and Classification in Python with TensorFlow and Keras
Machine Learning for Analyzing Datasets
Spam filtering with Machine learning
How to clean datasets in python
Solving Classification problems with Machine Learning
Solving Regression Problems with Machine Learning
Machine Learning Regression Techniques
Artificial Neural Networks
Recurrent neural networks (RNN)
Solving Regression problems with RNN
Sentiment Analysis with Python
Multinomial Naive Bayes for Text Classification
Naive Bayes for Text Classification
Sentiment Analysis with TextBlob
Sentiment Analysis by using Hidden Markov Model
Web Scraping With Python
How to build a Recommender system with Python
Sentiment Analysis with Machine Learning
Unsupervised Learning
Introduction to Unsupervised Learning
Hierarchical Clustering with Python
Principal Component Analysis
Dimensionality Reduction by using Principle Component Analysis
Reinforcement Learning
Introduction to Reinforcement Learning
Reinforcement Learning with Python
Q Learning with Python
Exercises in Reinforcement Learning
Optimization Techniques
Fuzzy Logic with Python
Introduction to Linear Programming
Mixed Integer programming with Python
Dijkstra s Algorithm in Python
Introduction to Genetic Algorithms
Multi-objective Optimization
Exercises in Genetic Algorithms
Introduction to Project Management
Program evaluation and review technique
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