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Python & TensorFlow: Deep Dive into Machine Learning

Last updated on June 15, 2024 10:50 pm
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Description

What you’ll learn

  • Grasp fundamentals of machine learning, deep learning, and their applications
  • Set up and navigate TensorFlow, understanding its architecture and APIs
  • Master supervised learning algorithms such as linear regression, SVMs, and decision trees
  • Dive into unsupervised techniques including clustering and PCA
  • Understand and construct neural networks, including CNNs and RNNs, using TensorFlow
  • Evaluate and optimize ML models, addressing overfitting and mastering hyperparameter tuning
  • Deploy TensorFlow models in production environments
  • Apply skills in a hands-on image classification project
  • Transition from Python basics to advanced ML & TensorFlow applications

Welcome to our Python & TensorFlow for Machine Learning complete course. This intensive program is designed for both beginners eager to dive into the world of data science and seasoned professionals looking to deepen their understanding of machine learning, deep learning, and TensorFlow’s capabilities.

Starting with Python—a cornerstone of modern AI development—we’ll guide you through its essential features and libraries that make data manipulation and analysis a breeze. As we delve into machine learning, you’ll learn the foundational algorithms and techniques, moving seamlessly from supervised to unsupervised learning, paving the way for the magic of deep learning.

With TensorFlow, one of the most dynamic and widely-used deep learning frameworks, we’ll uncover how to craft sophisticated neural network architectures, optimize models, and deploy AI-powered solutions. We don’t just want you to learn—we aim for you to master. By the course’s end, you’ll not only grasp the theories but also gain hands-on experience, ensuring that you’re industry-ready.

Whether you aspire to innovate in AI research or implement solutions in business settings, this comprehensive course promises a profound understanding, equipping you with the tools and knowledge to harness the power of Python, Machine Learning, and TensorFlow.

We’re excited about this journey, and we hope to see you inside!

 

Who this course is for:

  • Beginners in Data Science and AI: Individuals looking to kick-start their journey in machine learning and deep learning
  • Python Developers: Programmers familiar with Python seeking to expand their skill set into AI and TensorFlow applications
  • Data Analysts and Statisticians: Professionals looking to transition or incorporate machine learning techniques into their analysis workflows
  • Tech Enthusiasts: Those curious about the latest trends in AI and wanting to get hands-on with TensorFlow and Python
  • Students: Undergraduates or postgraduates studying computer science, data science, or a related field and wanting a comprehensive and practical overview
  • Career Changers: Professionals from other fields wanting to pivot into data science or AI roles
  • Researchers: Individuals in scientific or academic roles looking to understand or employ ML techniques in their work
  • Business Professionals: Managers or decision-makers wanting to understand the capabilities and limitations of machine learning and how it can impact their business
  • Freelancers: Developers or consultants looking to expand their service offerings by mastering machine learning tools and frameworks

Course content

  • Introduction to Machine & Deep Learning5 lectures • 13min
  • Introduction to Machine & Deep Learning
  • Basics of TensorFlow & Installation5 lectures • 24min
  • Basics of TensorFlow & Installation
  • Machine Learning Part 1 : Supervised Learning6 lectures • 47min
  • Machine Learning Part 1 : Supervised Learning
  • Machine Learning Part 2 : Unsupervised Learning4 lectures • 25min
  • Machine Learning Part 2 : Unsupervised Learning
  • Deep Learning Basics with Tensorflow : Neural Networks5 lectures • 23min
  • Deep Learning Basics with Tensorflow : Neural Networks
  • Model Evaluation & Optimization4 lectures • 20min
  • Model Evaluation & Optimization
  • TensorFlow for Production4 lectures • 19min
  • TensorFlow for Production
  • Project: Image Classification1 lecture • 5min
  • Project: Image Classification
  • Conclusion1 lecture • 5min
  • Conclusion
  • BONUS Section – Don’t Miss Out1 lecture • 1min
  • BONUS Section – Don’t Miss Out

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