Description
Generative AI and Machine Learning with Python. This course provides a structured and thorough review of the field from fundamentals to advanced. The course begins by teaching the principles of supervised, unsupervised, and reinforcement learning, and then moves on to practical concepts such as data preprocessing, evaluation criteria, and basic algorithms including linear regression, logistic regression, decision trees, and random forests. The unsupervised learning section covers topics such as K-means clustering and principal component analysis for data dimensionality reduction. The focus then shifts to deep learning with artificial neural networks, convolutional neural networks, and multilayer perceivers using the Keras library. The final section of the course explores advanced generative AI technologies such as transformer attention mechanisms, generative adversarial networks, variational autoencoders, recurrent neural networks, and gated recurrent units. Combining hands-on Python coding labs, rigorous evaluation of models with various metrics and confusion matrices, and regular quizzes after each module, this course provides a comprehensive understanding for learners from beginner to advanced levels.
What you will learn
- Implementing and evaluating machine learning models in Python.
- Applying Dimensionality Reduction and Clustering techniques.
- Understand and explain the main models of generative artificial intelligence.
- Build and train artificial neural networks (ANNs) and multilayer perceivers (MLPs) using Keras.
This course is suitable for people who:
- Anyone interested in Artificial Intelligence (AI) and Machine Learning.
Course details
- Publisher: Udemy
- Instructor: Yasir Amir
- Training level: Beginner to advanced
- Training duration: 19 hours and 30 minutes
- Number of lessons: 27
Course headings
Prerequisites for the Generative AI and Machine Learning with Python course
- Basic Programming in Python
Course images
Sample course video
Installation Guide
After Extract, view with your favorite player.
Subtitles: None
Quality: 1080p
Download link
Downloadly
Rapidgator link
File(s) password: www.downloadly.ir
File size
6.7 GB
