Description
Course “Machine learning using Python”. This course is considered as an introduction to the field of machine learning with a focus on implementation using the Python programming language. Machine learning is a branch of artificial intelligence that allows systems to learn from data and make predictions or decisions without special programming. Python has become one of the most popular programming languages for machine learning due to its simplicity, versatility, and rich ecosystem of libraries such as scikit-learn, Mlxtend, Pandas, Seaborn, SciPy, and others. In this course, students will learn fundamental concepts, algorithms, and techniques in machine learning. training and will gain practical experience in implementing them using Python. This course covers topics such as:
-
Introduction to Machine Learning
-
Data Cleaning with Python
-
Working with and exploring numerical and categorical data.
-
Training and Data Modeling
-
Dimensionality reduction using feature extraction
-
Supervised classification algorithms
-
Improving Model Performance Using Hybrid Methods
-
Evaluation of model performance for classification
-
regression
-
Unsupervised Algorithms
What will you learn in the Machine Learning with Python course?
- Understand the fundamental concepts of machine learning and its applications in various fields.
- Learn data preprocessing, including handling missing data, feature scaling, and categorical variable coding.
- Proficient in various supervised learning algorithms such as linear regression, logistic regression, decision tree, support vector machines and k-nearest neighbors.
- Explore unsupervised learning techniques including clustering, dimensionality reduction, and association rule learning.
- Develop the ability to critically analyze and interpret machine learning results and make informed decisions.
Details of the course “Machine Learning using Python”
- Publisher: Udemy
- Lecturer: Dr. Prerna Agrawal
- Level of training: from beginner to advanced
- Training duration: 3 hours 53 minutes
- Number of courses: 13
Course headings
Prerequisites for the Machine Learning with Python course
course images
Example video course
installation instructions
Once extracted, watch using your favorite player.
Subtitles: No
Quality: 720p
Download link
Password for file(s): www.downloadly.ir
size
1.4 GB