Professional Certificate in Machine Learning: CI/CD Power
-- ViewingNowThe Professional Certificate in Machine Learning: CI/CD Power is a crucial course for those interested in the intersection of machine learning and DevOps. This program emphasizes the importance of CI/CD (Continuous Integration and Continuous Deployment) pipelines in the machine learning lifecycle, teaching learners how to streamline and automate the process of building, testing, and deploying models.
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โข Unit 1: Introduction to Machine Learning: Fundamentals and Key Concepts
โข Unit 2: Data Preprocessing and Feature Engineering
โข Unit 3: Supervised Learning: Regression and Classification Techniques
โข Unit 4: Unsupervised Learning: Clustering and Dimensionality Reduction
โข Unit 5: Deep Learning: Neural Networks and Convolutional Neural Networks (CNNs)
โข Unit 6: Natural Language Processing (NLP): Text Preprocessing and Word Embeddings
โข Unit 7: Computer Vision: Object Detection and Image Segmentation
โข Unit 8: Machine Learning Pipelines: CI/CD Power and Version Control
โข Unit 9: Model Evaluation and Hyperparameter Tuning
โข Unit 10: Deploying Machine Learning Models: Cloud-based Solutions and APIs
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