Generative AI and Machine Learning with Python

Unlock the Power of Machine Learning and Generative AI
Udemy
platform
English
language
Other
category
instructor
Generative AI and Machine Learning with Python
7
students
19.5 hours
content
Mar 2025
last update
$19.99
regular price

Why take this course?

🌟 Course Title: Generative AI and Machine Learning with Python

🚫 Course Headline: Unlock the Power of Machine Learning and Generative AI!


Unlock the Power of Machine Learning and Generative AI!
Embark on an exciting journey into the world of machine learning (ML) and generative artificial intelligence (AI) with our dynamic online course. This comprehensive program is tailored for learners who aspire to master the tools and techniques that drive some of today's most advanced technologies.

Course Overview:

  • Foundational Principles: Grasp the essentials of supervised, unsupervised, and reinforcement learning.
  • Data Wrangling: Learn the art of data preprocessing to prepare datasets for analysis.
  • Evaluation Metrics: Understand how to measure your models' effectiveness with various metrics, including confusion matrices.
  • Core Algorithms: Explore pivotal algorithms like linear and logistic regression, decision trees, and random forests.
  • Unsupervised Learning: Master advanced techniques such as K-means clustering and Principal Component Analysis (PCA).
  • Deep Dive into Deep Learning: Utilize libraries like Keras to implement Artificial Neural Networks (ANNs), Convolutional Neural Networks (CNNs), and Multi-Layer Perceptrons (MLPs).

Practical Labs & Hands-On Experience:

  • Apply your learning with Python coding exercises, reinforcing every concept you study.
  • Bring to life projects using real-world datasets and scenarios.

Advanced Generative AI Techniques:

  • Generative AI: Step into the realm of Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Transformer attention mechanisms, Recurrent Neural Networks (RNNs), and Gated Recurrent Units (GRUs).
  • Deep Learning Mastery: Train and implement advanced neural network architectures.
  • Generative AI Exploration: Dissect the inner workings of complex models like Transformer networks, pioneered by OpenAI for breakthrough applications such as GPT-3.

Comprehensive Coverage:

  • From beginner to advanced user: A program designed for all levels seeking to understand, implement, and innovate with ML and generative AI.
  • Engage with regular quizzes to test your knowledge and track your progress.

Who Should Take This Course?
This course is perfect for anyone from beginner to advanced, who wants to:

  • Kickstart a career in data science or machine learning.
  • Expand their current skillset with the latest ML and AI techniques.
  • Transform data into insights that drive innovation and problem-solving.
  • Understand the potential and constraints of generative AI in real-world applications.

Key Takeaways:

  • A solid grasp of ML algorithms and their applications.
  • The ability to implement and train complex neural networks using Keras.
  • An understanding of the latest advancements in generative AI, with practical insights into how they work and a glimpse into their future evolution.

Ready to unleash your data science potential? Enroll today and let's embark on this ML and AI adventure together! πŸš€πŸ€–πŸŽ‰

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6074291
udemy ID
14/07/2024
course created date
08/03/2025
course indexed date
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