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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⢠Introduction to Machine Learning: Basic concepts, types of learning, and use cases
⢠Data Preprocessing: Data cleaning, wrangling, and normalization
⢠Exploratory Data Analysis: Visualization, statistical analysis, and feature engineering
⢠Model Selection & Evaluation: Metrics, bias-variance tradeoff, and overfitting prevention
⢠Supervised Learning Algorithms: Linear regression, logistic regression, decision trees, and ensemble methods
⢠Unsupervised Learning Algorithms: Clustering, dimensionality reduction, and anomaly detection
⢠Deep Learning Fundamentals: Neural networks, activation functions, and backpropagation
⢠ML for Business Intelligence: Data-driven decision making, predictive analytics, and recommendation systems
⢠Deploying ML Models: Cloud platforms, containerization, and version control
⢠Ethics in ML: Bias, fairness, privacy, and transparency considerations
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