Professional Certificate in ML for Startup Visionaries
-- ViewingNowThe Professional Certificate in Machine Learning (ML) for Startup Visionaries is a comprehensive course designed to equip learners with essential ML skills for career advancement. This program focuses on the importance of ML in the startup ecosystem, addressing industry demand for professionals who can leverage ML technologies to drive innovation and growth.
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โข Introduction to Machine Learning: Basic concepts, types of learning, and use cases
โข Data Preprocessing: Data cleaning, wrangling, and normalization
โข Exploratory Data Analysis: Visualization, statistical analysis, and feature engineering
โข Model Selection & Evaluation: Metrics, bias-variance tradeoff, and overfitting prevention
โข Supervised Learning Algorithms: Linear regression, logistic regression, decision trees, and ensemble methods
โข Unsupervised Learning Algorithms: Clustering, dimensionality reduction, and anomaly detection
โข Deep Learning Fundamentals: Neural networks, activation functions, and backpropagation
โข ML for Business Intelligence: Data-driven decision making, predictive analytics, and recommendation systems
โข Deploying ML Models: Cloud platforms, containerization, and version control
โข Ethics in ML: Bias, fairness, privacy, and transparency considerations
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