优化课程可以帮助您学习改善绩效、资源分配和决策过程的技术。您可以掌握线性规划、启发式方法和仿真建模等技能,为分析复杂系统提供支持。许多课程都会介绍 Excel Solver、MATLAB 和 Python 库(如 SciPy)等工具,使您能够将优化方法应用到物流、金融和运营管理的实际问题中。

Coursera
您将获得的技能: Vector Databases, Performance Tuning, Data Migration, Data Infrastructure, Data Integrity, Scalability, Embeddings, Data Import/Export, Data Engineering, Database Architecture and Administration, MLOps (Machine Learning Operations), Scripting, Data Pipelines
中级 · 课程 · 1-4 周

Amazon Web Services
您将获得的技能: Retrieval-Augmented Generation, Embeddings, Vector Databases, Amazon Web Services, Agentic systems, Performance Tuning, Transfer Learning, Data Preprocessing
初级 · 课程 · 1-4 周

您将获得的技能: Model Deployment, Model Evaluation, PyTorch (Machine Learning Library), Transfer Learning, Performance Tuning, Debugging, MLOps (Machine Learning Operations), Deep Learning, Scalability, Artificial Neural Networks
中级 · 课程 · 1-4 周

您将获得的技能: Keras (Neural Network Library), Tensorflow, Applied Machine Learning, Deep Learning, Performance Tuning, Convolutional Neural Networks, Model Deployment, Python Programming
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Model Deployment, Scikit Learn (Machine Learning Library), Model Evaluation, Data Preprocessing, Large Language Modeling, Version Control
中级 · 课程 · 1-4 周

Alberta Machine Intelligence Institute
您将获得的技能: Model Evaluation, 数据伦理, 模型部署, 风险缓解, AI 产品战略, 道德标准与行为, 利益攸关方沟通, AI 赋能, MLOps(机器学习 Operator), 持续监测, 机器学习, 性能指标, 负责任的人工智能, 性能调整, 运行分析, 系统集成, 业务运营, 应用机器学习, 企业战略, 数据维护
混合 · 课程 · 1-4 周

您将获得的技能: API Testing, Performance Testing, IT Security Architecture, Cloud-Based Integration, Application Security, Vulnerability Management, System Monitoring
中级 · 课程 · 1-4 周

您将获得的技能: PyTorch (Machine Learning Library), Deep Learning, Performance Analysis, Artificial Neural Networks, Resource Utilization
中级 · 课程 · 1-4 周
您将获得的技能: Hugging Face, Large Language Modeling, MLOps (Machine Learning Operations), Generative AI, Artificial Intelligence and Machine Learning (AI/ML), AI Product Strategy, Transfer Learning, Applied Machine Learning, AI Personalization, Model Deployment, Model Evaluation, Responsible AI, Performance Tuning, Model Based Systems Engineering, Program Evaluation, Analysis
中级 · 课程 · 1-4 周

您将获得的技能: Manufacturing Operations, Production Management, Production Planning, Production Process, Operations Management, Production Schedule, Business Operations, Inventory Control, Quality Control, Scheduling, Inventory Management System, Operational Efficiency, Lean Manufacturing, Material Requirements Planning, Quality Management, Project Schedules, Project Management, Capacity Planning, Statistical Process Controls, Process Analysis
混合 · 课程 · 1-3 个月
Stanford University
您将获得的技能: 理论计算机科学, Algorithm, 数据结构, 图论, 伪代码, 运筹学, 计算思维
中级 · 课程 · 1-4 周

University of Colorado Boulder
您将获得的技能: 理论计算机科学, Algorithm, Python 程序设计, 图论, 数学建模, 计算思维, 运筹学, 组合学, 线性代数
攻读学位
高级设置 · 课程 · 1-4 周