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。

Arizona State University
您将获得的技能: Supervised Learning, Unsupervised Learning, Generative Adversarial Networks (GANs), Deep Learning, Image Analysis, Machine Learning Algorithms, Applied Machine Learning, Python Programming, Machine Learning, Artificial Neural Networks, Model Evaluation, Data Processing, Classification Algorithms, Computer Vision, Predictive Modeling, Computer Programming, Regression Analysis
初级 · 课程 · 1-4 周

DeepLearning.AI
您将获得的技能: 机器学习, 人工智能, 逻辑回归, 决策树学习, 监督学习, 模型评估, 迁移学习, 深度学习, 数据伦理, 分类算法, 应用机器学习, Model Evaluation, Transfer Learning, 张力流, 人工神经网络, 性能调整, 随机森林算法
初级 · 课程 · 1-4 周

University of Pennsylvania
您将获得的技能: Statistical Machine Learning, Model Evaluation, Statistical Methods, Logistic Regression, Python Programming, Supervised Learning, Machine Learning Methods, Machine Learning, Classification Algorithms, Regression Analysis, Statistical Analysis, Applied Machine Learning, Data Science, Probability & Statistics, Dimensionality Reduction, Statistical Hypothesis Testing
中级 · 课程 · 1-4 周

Northeastern University
您将获得的技能: Transfer Learning, Small Data, Deep Learning, Applied Machine Learning, PyTorch (Machine Learning Library), Data Preprocessing, Unsupervised Learning, Machine Learning, Generative AI, Data Synthesis, Supervised Learning, Model Evaluation
混合 · 课程 · 1-3 个月

University of Washington
您将获得的技能: 机器学习, 人工智能, 功能工程, 无监督学习, 计算机视觉, 自然语言处理, 模型评估, 监督学习, 文本挖掘, 数据预处理, Python 编程, 深度学习, 回归分析, 分类算法, 预测建模, Model Evaluation, 图像分析, 应用机器学习, 应用程序开发
混合 · 课程 · 1-3 个月
University of Illinois Urbana-Champaign
您将获得的技能: 机器学习, 统计分析, 功能工程, 无监督学习, 模型评估, Pandas(Python 软件包), Python 编程, 预测建模, 文本挖掘, 回归分析, 数据预处理, 时间序列分析和预测, 机器学习算法, 分类算法, 监督学习, Model Evaluation, 应用机器学习, Jupyter, Scikit Learn(机器学习库)
攻读学位
中级 · 课程 · 1-3 个月

您将获得的技能: Exploratory Data Analysis, Logistic Regression, Supervised Learning, Applied Machine Learning, Model Evaluation, Data Modeling
中级 · 课程 · 1-3 个月

Northeastern University
您将获得的技能: Model Evaluation, Supervised Learning, Statistical Machine Learning, Machine Learning Algorithms, Unsupervised Learning, PyTorch (Machine Learning Library), Applied Machine Learning, Statistical Methods, Statistical Modeling, Machine Learning, Machine Learning Software, Statistical Analysis, Artificial Intelligence and Machine Learning (AI/ML), Regression Analysis, Classification Algorithms, Algorithms, Predictive Modeling, Dimensionality Reduction, Complex Problem Solving
中级 · 课程 · 1-4 周

您将获得的技能: Matplotlib, NumPy, Pandas (Python Package), Applied Machine Learning, Python Programming, Scikit Learn (Machine Learning Library), Data Visualization, Supervised Learning, Feature Engineering, Machine Learning, Natural Language Processing, Machine Learning Algorithms, Text Mining, Data Manipulation, Unsupervised Learning, Model Evaluation, Data Preprocessing, Classification Algorithms
混合 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Data Manipulation, Python Programming, Probability & Statistics, Applied Machine Learning, Pandas (Python Package), Data Science, Statistical Analysis, NumPy, Machine Learning, Probability Distribution
初级 · 课程 · 1-4 周

您将获得的技能: Healthcare Ethics, Health Informatics, Machine Learning, Deep Learning, Machine Learning Software, Clinical Informatics, Statistical Machine Learning, Convolutional Neural Networks, Data Preprocessing, Predictive Modeling, Electronic Medical Record System, Machine Learning Algorithms, Recurrent Neural Networks (RNNs), Model Evaluation, Data Analysis
中级 · 课程 · 1-4 周

Northeastern University
您将获得的技能: Unsupervised Learning, Supervised Learning, Regression Analysis, Applied Machine Learning, Statistical Modeling, Machine Learning Algorithms, PyTorch (Machine Learning Library), Statistical Methods, Statistical Machine Learning, Machine Learning, Predictive Analytics, Predictive Modeling, Machine Learning Software, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Classification Algorithms, Logistic Regression, Unstructured Data, Model Evaluation, Dimensionality Reduction
中级 · 课程 · 1-3 个月