Machine Learning 数学课程通常教授线性代数、微积分、概率和统计学,为理解算法打下坚实的基础。您可以掌握优化技术、数据分析和模型评估方面的技能,这些技能对于有效的机器学习应用至关重要。许多课程都会介绍 NumPy 和 TensorFlow 等 Python 库等工具,帮助您在 AI 项目中实现数学概念,提高您使用数据驱动模型的能力。

Johns Hopkins University
您将获得的技能: Descriptive Statistics, Linear Algebra, Exploratory Data Analysis, Data-Driven Decision-Making, Data Analysis, Artificial Intelligence, Probability, Regression Analysis, Calculus, Statistical Analysis, Advanced Mathematics, Applied Mathematics, Probability Distribution, Mathematical Modeling, Statistical Modeling, Machine Learning Algorithms, Dimensionality Reduction
初级 · 课程 · 1-3 个月

您将获得的技能: Data Preprocessing, Unsupervised Learning, Model Evaluation, Time Series Analysis and Forecasting, Supervised Learning, Machine Learning, Feature Engineering, Artificial Intelligence, Deep Learning, Classification Algorithms, Statistical Analysis, Regression Analysis
中级 · 课程 · 1-4 周

Imperial College London
您将获得的技能: 回归分析, 机器学习算法, Python 编程, 数学建模, 线性代数, 衍生产品, 微积分, 高等数学, 人工神经网络
初级 · 课程 · 1-3 个月

初级 · 课程 · 1-4 周

Korea Advanced Institute of Science and Technology(KAIST)
您将获得的技能: 应用数学, 深度学习, 人工智能, 数学建模, 机器学习, 线性代数, 监督学习
初级 · 课程 · 1-3 个月

您将获得的技能: Model Evaluation, Feature Engineering, Data Preprocessing, Financial Data, Predictive Modeling, Customer Demand Planning, Data-Driven Decision-Making, Exploratory Data Analysis, R Programming, Customer Analysis, Predictive Analytics, Profit and Loss (P&L) Management, Risk Modeling, Inventory Management System, Analytics, Advanced Analytics, Supply Chain Management, Business Analytics, Machine Learning, Business
初级 · 专项课程 · 1-3 个月

Simplilearn
您将获得的技能: Mathematical Modeling, Linear Algebra, Dimensionality Reduction, Applied Mathematics, Data Analysis, Feature Engineering, Applied Machine Learning, Analytics, Data Science, Unsupervised Learning
初级 · 课程 · 1-4 周

多位教师
您将获得的技能: 分类算法, 无监督学习, 迁移学习, 决策树学习, NumPy, 预测建模, 深度学习, 人工智能, 模型评估, 强化学习, 随机森林算法, 机器学习, Jupyter, 数据伦理, 数据预处理, 应用机器学习, 功能工程, Scikit Learn(机器学习库), 张力流, 监督学习
初级 · 专项课程 · 1-3 个月

您将获得的技能: Supervised Learning, Feature Engineering, Applied Machine Learning, Unsupervised Learning, Model Evaluation, Machine Learning Algorithms, Predictive Modeling, Data Preprocessing, Classification Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Dimensionality Reduction, Performance Tuning
高级设置 · 课程 · 1-3 个月

您将获得的技能: Large Language Modeling
中级 · 课程 · 1-3 个月

您将获得的技能: Model Evaluation, Unsupervised Learning, Dimensionality Reduction, Data Preprocessing, Python Programming, Recurrent Neural Networks (RNNs), Reinforcement Learning
中级 · 课程 · 1-4 周

您将获得的技能: Sampling (Statistics), Matplotlib, Data Analysis, Data Mining, Statistical Analysis, Statistical Hypothesis Testing, NumPy, Pandas (Python Package), Probability Distribution, Dimensionality Reduction, Model Evaluation, R Programming, Probability, Python Programming, Scikit Learn (Machine Learning Library), Data Preprocessing, Linear Algebra, Applied Machine Learning, Regression Analysis, Artificial Intelligence and Machine Learning (AI/ML)
初级 · 专项课程 · 3-6 个月