From Data Collection to Apply Algorithms learn how to Develop Naïve Bayes | Random Forest | SVM and Much More
Are you eager to unlock the powerful world of machine learning and build predictive models from the ground up? Look no further! “Machine Learning Prediction Model from Scratch” online course is designed to provide you with a comprehensive introduction to the fundamentals of machine learning and guide you through the process of creating prediction models entirely from scratch.
What you’ll learn
- Machine learning fundamentals: supervised, unsupervised, reinforcement learning, and practical applications..
- Master data preprocessing: handle missing data, scale features, and transform datasets for ML..
- Explore various ML algorithms, understanding when and how to use them effectively.
- Evaluate models with metrics like accuracy, precision, recall, and understand the importance of cross-validation..
- Develop coding skills from scratch, understanding the inner workings of ML models..
- Engage in hands-on projects, building a portfolio demonstrating practical ML expertise..
- And Finally publish Research Articles or do project with own understanding.
Course Content
- Basics Of Machine Learning –> 3 lectures • 5min.
- Data Collection and Preprocessing –> 3 lectures • 17min.
- Prediction Model Using Python Programming Language from Scratch –> 6 lectures • 33min.
- What’s NEXT –> 2 lectures • 13min.
Requirements
Are you eager to unlock the powerful world of machine learning and build predictive models from the ground up? Look no further! “Machine Learning Prediction Model from Scratch” online course is designed to provide you with a comprehensive introduction to the fundamentals of machine learning and guide you through the process of creating prediction models entirely from scratch.
In this hands-on course, you will embark on an exciting journey into the heart of machine learning, where you will gain a deep understanding of the underlying concepts, algorithms, and methodologies. Whether you are a beginner with no prior experience or an experienced data enthusiast looking to expand your skills, this course will empower you to construct prediction models with confidence.
Key Course Highlights:
- Fundamentals of Machine Learning: You will start by building a strong foundation in machine learning, covering topics such as supervised learning, unsupervised learning, and reinforcement learning.
- Data Collection: You will learn how to create forms and circulate them to collect real data. In this project, you learn about data collection hands-on.
- Data Preprocessing: Learn how to prepare and clean datasets, a crucial step in any machine learning project. You’ll explore techniques for handling missing data, feature scaling, and data transformation.
- Algorithm Selection: Dive into the world of machine learning algorithms and understand their strengths and weaknesses. You’ll gain hands-on experience with popular algorithms like linear regression, decision trees, support vector machines, and more.
- Model Evaluation: Discover how to assess the performance of your prediction models using various evaluation metrics.
- Real-World Applications: Apply your newly acquired knowledge to real-world problems and datasets, gaining practical experience in building machine learning solutions.
- Coding from Scratch: Unlike some courses that rely heavily on pre-built libraries, this course encourages you to code your machine learning models from scratch, providing you with a deep understanding of how they work.
- Hands-On Projects: Work on hands-on projects and assignments that challenge you to build prediction models for various applications, reinforcing your skills and boosting your portfolio.
By the end of this course, you will not only be proficient in creating machine learning prediction models from scratch but also have the confidence to tackle complex data-driven challenges. Join us on this exciting journey into the world of machine learning and embark on a path to becoming a proficient machine learning practitioner.
Don’t miss this opportunity to gain the skills and knowledge you need to excel in the ever-evolving field of machine learning. Enroll today and start building predictive models that make a difference!