Artificial Intelligence: Advanced Machine Learning
What you'll learn
- Extract features from categorical variables, text, and images
- Solve real-world problems using machine learning techniques
- Exploit the power of Python to handle data extraction, manipulation, and exploration techniques
- Implement machine learning classification and regression algorithms from scratch in Python
- Dive deep into the world of analytics to predict situations correctly
- Predict the values of continuous variables
- Classify documents and images using logistic regression and support vector machines
- Create ensembles of estimators using bagging and boosting techniques
- Evaluate the performance of machine learning systems in common tasks
Requirements
- Knowledge of some undergraduate level mathematics would be an added advantage
Description
Unlock the Power of Data Science and Machine Learning with Python: A Comprehensive, Hands-on Journey to Mastering Advanced Algorithms and Techniques
Dive into the captivating realm of data science and machine learning, where cutting-edge algorithms and sophisticated techniques empower you to create intelligent, efficient models that revolutionize the way we analyze data. In this highly immersive course, you'll harness the versatility and power of Python, the foremost programming language for machine learning, to unlock new dimensions of analytical prowess.
Delve into a rich curriculum that seamlessly integrates hands-on projects, advanced algorithm exploration, and striking visualization techniques to foster a deep understanding of machine learning. Learn to predict insurance types based on patient treatment using Random Forests, then examine and fine-tune your model for optimal performance. Train a program to recognize letters using Support Vector Machines, analyze the results, and create an illuminating confusion matrix.
Throughout this dynamic learning experience, you'll unravel the mysteries of vital machine learning algorithms, mastering their mechanics and applications. Build innovative systems that classify documents, recognize images, detect ads, and more, all while refining your skills with Scikit-learn's API to extract features from categorical variables, text, and images. Develop an intuitive grasp of model performance evaluation and the keys to enhancing your model's effectiveness.
Upon completing this course, you'll be armed with a comprehensive understanding of machine learning concepts, enabling you to construct powerful models that tackle advanced tasks with ease and precision. Embark on this transformative journey and become a sought-after professional in the rapidly evolving world of data science and machine learning.
Who this course is for:
- The course is intended for both professionals and students.
- Anyone who wants to learn advanced machine learning skills
Instructor
- 3.8 Instructor Rating
- 403 Reviews
- 4,151 Students
- 4 Courses
Eduero specializes in technical training via on-demand streaming. We seek to inform and inspire independent instructors with knowledge that goes beyond just technical skills. Each course undergoes a rigorous planning, review and an internal quality check phase - to ensure that the teaching is of highest standards available online. At the end of each section, you will be challenged to work through hands-on exercises to demonstrate mastery of the material.