Professional Certificate in ML for E-commerce: Connected Systems
-- viewing nowThe Professional Certificate in ML for E-commerce: Connected Systems is a comprehensive course that equips learners with essential skills in machine learning (ML) and e-commerce. This program is crucial for professionals looking to stay updated with the latest industry trends, as ML has become a game-changer in the e-commerce landscape, driving personalization, automation, and improved customer experiences.
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Course Details
• Machine Learning Basics: Introduction to ML, Supervised and Unsupervised Learning, Regression and Classification Algorithms
• Data Preprocessing: Data Cleaning, Data Transformation, Feature Scaling, Feature Engineering
• Model Selection and Evaluation: Train-Test Split, Cross-Validation, Performance Metrics, Model Selection Criteria
• Deep Learning for E-commerce: Neural Networks, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM)
• Natural Language Processing (NLP): Text Preprocessing, Sentiment Analysis, Text Classification, Named Entity Recognition
• Computer Vision: Object Detection, Image Classification, Image Segmentation, Facial Recognition
• Reinforcement Learning: Q-Learning, Deep Q-Networks, Monte Carlo Tree Search
• Time Series Analysis: ARIMA, SARIMA, LSTM for Time Series Prediction
• Ethical Considerations: Bias and Fairness, Privacy, Explainability and Interpretability
• Deployment and Maintenance: Model Deployment, Model Monitoring, Model Retraining, Continuous Integration and Continuous Deployment (CI/CD)
Career Path
Entry Requirements
- Basic understanding of the subject matter
- Proficiency in English language
- Computer and internet access
- Basic computer skills
- Dedication to complete the course
No prior formal qualifications required. Course designed for accessibility.
Course Status
This course provides practical knowledge and skills for professional development. It is:
- Not accredited by a recognized body
- Not regulated by an authorized institution
- Complementary to formal qualifications
You'll receive a certificate of completion upon successfully finishing the course.
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