English | Size: 1.29 GB
Genre: eLearning
Python Based Machine Learning Course with Practical Exercises and Case Studies
What you’ll learn
Applications of machine learning
Data manipulation and analysis
Building a predictive model to forecast sales
Essential Python libraries (NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn)
Are you ready to unlock the power of machine learning with Python? This comprehensive course is designed to equip you with the essential skills to build predictive models that can solve real-world problems.
From beginner to expert, we’ll guide you through the entire machine learning process, starting with the fundamentals of Python programming. You’ll learn how to:
Prepare and clean data for analysis
Explore different machine learning algorithms and their applications
Build and train predictive models using popular libraries like Scikit-learn and TensorFlow
Evaluate model performance and refine your approach
Apply machine learning techniques to a variety of real-world problems, including:
Regression: Predicting continuous values (e.g., house prices)
Classification: Categorizing data (e.g., spam detection)
Clustering: Grouping similar data points (e.g., customer segmentation)
Neural networks and deep learning: Building complex models for tasks like image and natural language processing
Throughout the course, you’ll work on hands-on projects that will help you solidify your understanding and develop practical skills. We’ll also provide you with real-world case studies to demonstrate how machine learning can be applied to solve business challenges.
By the end of this course, you’ll be able to:
Confidently use Python for machine learning tasks
Build and deploy predictive models that drive business value
Stay up-to-date with the latest trends in machine learning
Who this course is for:
Anyone who want to learn machine learning with python
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