Professional Certificate in ML for E-commerce: Connected Systems
-- ViewingNowThe 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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โข Machine Learning Basics: Introduction to ML, Supervised and Unsupervised Learning, Regression and Classification Algorithms
โข Data Preprocessing: Data Cleaning, Data Transformation, Feature Scaling, Feature Engineering
โข Model Selection and Evaluation: Train-Test Split, Cross-Validation, Performance Metrics, Model Selection Criteria
โข Deep Learning for E-commerce: Neural Networks, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM)
โข Natural Language Processing (NLP): Text Preprocessing, Sentiment Analysis, Text Classification, Named Entity Recognition
โข Computer Vision: Object Detection, Image Classification, Image Segmentation, Facial Recognition
โข Reinforcement Learning: Q-Learning, Deep Q-Networks, Monte Carlo Tree Search
โข Time Series Analysis: ARIMA, SARIMA, LSTM for Time Series Prediction
โข Ethical Considerations: Bias and Fairness, Privacy, Explainability and Interpretability
โข Deployment and Maintenance: Model Deployment, Model Monitoring, Model Retraining, Continuous Integration and Continuous Deployment (CI/CD)
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