Professional Certificate in ML Industry Applications
-- ViewingNowProfessional Certificate in ML Industry Applications: This certificate course is designed to equip learners with essential skills for career advancement in the field of machine learning. The course covers various industry applications, including computer vision, natural language processing, and reinforcement learning.
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โข Introduction to Machine Learning: Fundamentals of ML, supervised, unsupervised, and reinforcement learning, use cases
โข Data Preprocessing: Data cleaning, wrangling, feature engineering, data normalization, and dimensionality reduction
โข Python for Machine Learning: Python libraries for ML, including NumPy, Pandas, and Scikit-learn
โข Deep Learning Fundamentals: Artificial neural networks, backpropagation, and convolutional neural networks
โข Computer Vision with ML: Object detection, image classification, and facial recognition
โข Natural Language Processing: Text preprocessing, sentiment analysis, and topic modeling
โข Time Series Analysis: Time series forecasting, ARIMA, and recurrent neural networks
โข Recommendation Systems: Content-based, collaborative filtering, and hybrid recommendation systems
โข Ethics and Bias in Machine Learning: Bias in data and algorithms, ethical considerations, and regulations in ML
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