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Machine Learning

Overview
Curriculum

Welcome to Realcare Tech Mark's Online Machine Learning Course, a comprehensive program designed to equip you with the knowledge and skills needed to thrive in the dynamic field of machine learning. Whether you're a beginner or an intermediate learner, this course will guide you through the fundamentals and advanced concepts, empowering you to build and deploy machine learning models effectively.

Curriculum

  • 11 Sections
  • 34 Lessons
  • 0 Quizzes
  • 0m Duration
Expand All
Introduction to Machine Learning
3 Lessons0 Quizzes
  1. Overview of Machine Learning
  2. Types of Machine Learning
  3. Applications of Machine Learning
Data Preprocessing
3 Lessons0 Quizzes
  1. Data Cleaning and Imputation
  2. Feature Scaling and Normalization
  3. Handling Categorical Data
Supervised Learning
4 Lessons0 Quizzes
  1. Linear Regression
  2. Decision Trees and Random Forests
  3. Support Vector Machines
  4. Ensemble Learning
Unsupervised Learning
3 Lessons0 Quizzes
  1. Clustering Algorithms
  2. Dimensionality Reduction
  3. Association Rule Mining
Model Evaluation and Validation
3 Lessons0 Quizzes
  1. Training and Testing Sets
  2. Cross-Validation
  3. Performance Metrics
Feature Engineering
3 Lessons0 Quizzes
  1. Importance of Feature Engineering
  2. Techniques for Feature Selection
  3. Transformative Feature Creation
Deep Learning
3 Lessons0 Quizzes
  1. Neural Networks
  2. Convolutional Neural Networks (CNNs)
  3. Recurrent Neural Networks (RNNs)
Natural Language Processing (NLP)
3 Lessons0 Quizzes
  1. Basics of NLP
  2. Sentiment Analysis
  3. Text Classification
Reinforcement Learning
3 Lessons0 Quizzes
  1. Introduction to Reinforcement Learning
  2. Markov Decision Processes
  3. Q-learning
Model Deployment
3 Lessons0 Quizzes
  1. Preparing Models for Deployment
  2. Scalability and Reliability Considerations
  3. Monitoring and Maintenance
Ethical Considerations in Machine Learning
3 Lessons0 Quizzes
  1. Bias and Fairness
  2. Privacy Concerns
  3. Responsible AI Practices

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