Udemy – Master AI & ML with Python: 2024 Guide & Applications 2024-6

Published on: 2024-07-31 22:52:33

Categories: 28

Description

Master course AI & ML with Python: 2024 Guide & Applications. This comprehensive course guides you from the basics to advanced topics in artificial intelligence (AI) and machine learning (ML). Using Python, you’ll gain the knowledge and skills needed to build and deploy real-world AI and ML models.

What you will learn

Understand the basic concepts, history, and types of AI and ML, including supervised, unsupervised, and reinforcement learning
Proficiency in Python programming, essential libraries (NumPy, Pandas, Matplotlib) and data management techniques
Understanding of mathematical concepts essential to AI and ML, such as linear algebra, calculus and probability
Learn data cleaning, transformation and visualization techniques to prepare data for modeling
Investigating algorithms such as linear regression, decision trees, support vector machines, and ensemble methods
Explore clustering algorithms (K-means, hierarchical, DBSCAN), dimensional reduction (PCA, t-SNE) and anomaly detection
Understanding neural networks, CNN, RNN, LSTM and their implementation using TensorFlow/Keras
Learning text preprocessing, sentiment analysis, named entity recognition and building chatbots
Review of image processing, object recognition, image segmentation and generative models (GANs)
Understanding the basics, implementing Q-learning and exploring applications in robotics and gaming
MLOps learning, model deployment, AI applications in various industries and ethical considerations

This course is suitable for people who

They are looking to enter the field of artificial intelligence and machine learning and have no previous experience
IT professionals looking to expand their AI and ML skills
Students in computer science, data science, or related fields seeking hands-on knowledge in AI and ML
Business professionals seeking to understand the application of AI in various industries
Data analysts who want to upgrade their skills with machine learning techniques
Software developers interested in integrating AI and ML into their applications
Entrepreneurs and innovators looking to use AI in their projects or startups
Anyone interested in AI and its real-world applications, regardless of background

Details of the course Master AI & ML with Python: 2024 Guide & Applications

Publisher: Udemy
Teacher: Scott Grimm
Training level: beginner to advanced
Training duration: 6 hours and 48 minutes

Course topics on 7/2024

Prerequisites of the course Master AI & ML with Python: 2024 Guide & Applications

Requirements for this course: Basic computer skills and familiarity with using a web browser. No prior programming experience required, but basic understanding of logic and problem-solving is helpful. High school level math (basic algebra and statistics) is sufficient to start. A computer with internet access capable of running Python (Windows, Mac, or Linux). Enthusiasm to learn about AI and Machine Learning! This course is designed for beginners, so don’t worry if you’re new to the field. We’ll start with the fundamentals and gradually build up to more advanced concepts. If you’re curious about AI and willing to put in the effort, you’re ready to begin this learning journey!