超参数调优课程可以帮助您学习优化模型性能、理解过拟合和欠拟合以及应用交叉验证方法的技术。您可以掌握参数选择、Grid Search 和随机搜索策略方面的技能,从而提升您的机器学习项目。许多课程都会介绍 Scikit-learn、TensorFlow 和 Keras 等工具,展示如何在人工智能和 AI 应用中有效实施这些调整技术。

Duke University
您将获得的技能: Docker (软件), 云部署, 模型评估, 拥抱的脸, 机器学习软件, MLOps(机器学习 Operator), 模型部署, 集装箱化, GitHub, 微软 Azure, 云计算, 迁移学习, Devops, CI/CD
高级设置 · 课程 · 1-4 周

您将获得的技能: JUnit, Test Driven Development (TDD), Version Control, Git (Version Control System), GitHub, Performance Tuning, Unit Testing, Data Structures, Java Programming, Algorithms, Software Testing, Java, Computer Programming, Software Development, Scalability
初级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: SQL, 数据管道, JSON, Jupyter, 文件输入/输出, 性能调整, 数据转换, 实时数据, 数据流, 数据处理
高级设置 · 课程 · 1-3 个月

Amazon Web Services
您将获得的技能: Amazon Bedrock, Prompt Engineering, Responsible AI, Generative AI Agents, Retrieval-Augmented Generation, Generative AI, LangChain, AI Workflows, AI Orchestration, Artificial Intelligence and Machine Learning (AI/ML), Large Language Modeling, Applied Machine Learning, Transfer Learning, LLM Application, Embeddings, Amazon Web Services, Context Management, Model Deployment, Amazon S3, Model Evaluation
中级 · 专业证书 · 1-3 个月

您将获得的技能: React.js, Routing Protocols, UI Components, JavaScript Frameworks, Frontend Performance, Front-End Web Development, Performance Tuning, Web Content Accessibility Guidelines, Cascading Style Sheets (CSS), Event-Driven Programming, User Experience Design, User Interface (UI), Jest (JavaScript Testing Framework), Web Development Tools, Interaction Design, Debugging, Javascript, Application Performance Management, Web Frameworks, Data Management
中级 · 专项课程 · 3-6 个月

University of Colorado Boulder
您将获得的技能: 数据库系统, 可扩展性, 分布式计算, 数据架构, 微服务, 大数据, 模型评估, 性能调整, 软件工程, 数据存储, 软件架构, 性能测试, 预测建模
攻读学位
高级设置 · 课程 · 1-4 周

您将获得的技能: Feature Engineering, Model Deployment, Data Preprocessing, Model Evaluation, Data Transformation, Applied Machine Learning, MLOps (Machine Learning Operations), Predictive Modeling, Exploratory Data Analysis, Automation, Machine Learning Methods, Machine Learning, Scikit Learn (Machine Learning Library), Artificial Intelligence and Machine Learning (AI/ML), Data Science, IBM Cloud, Python Programming, Performance Tuning
中级 · 课程 · 1-4 周

Google Cloud
您将获得的技能: Model Deployment, Google Cloud Platform, Cloud Deployment, Cloud Infrastructure, Hardware Architecture, Infrastructure Architecture, AI Workflows, Cloud Computing Architecture, Performance Tuning, Computer Hardware, MLOps (Machine Learning Operations), Cloud Platforms, Computing Platforms, Interoperability, Artificial Intelligence, Product Demonstration, Performance Improvement, Benchmarking, Systems Architecture
中级 · 专项课程 · 1-3 个月

Google Cloud
您将获得的技能: Machine Learning 方法, 自然语言处理, 递归神经网络 (RNN), 深度学习, 性能调整, 人工神经网络
高级设置 · 课程 · 1-4 周

The Chinese University of Hong Kong
您将获得的技能: Operations Research, Computational Logic, Combinatorics, Algorithms, Applied Mathematics, Mathematical Modeling, Mathematical Software, Computational Thinking, Programming Principles, Theoretical Computer Science, Performance Tuning, Linear Algebra
中级 · 课程 · 1-4 周

您将获得的技能: Apache Kafka, Data Warehousing, Extract, Transform, Load, Microsoft SQL Servers, Snowflake Schema, Star Schema, Performance Tuning, Data Pipelines, Cloud Computing Architecture, Business Intelligence, Real Time Data, Apache Hadoop, Data Modeling, Data Quality, Responsible AI, Apache Spark, SQL, Generative AI, Data Governance, Quality Management
中级 · 专项课程 · 1-3 个月

您将获得的技能: Feature Engineering, Responsible AI, Tensorflow, Exploratory Data Analysis, Data Quality, Machine Learning, Data Preprocessing, Applied Machine Learning, Keras (Neural Network Library), Scikit Learn (Machine Learning Library), Google Cloud Platform, MLOps (Machine Learning Operations), Model Deployment, Data Cleansing, Supervised Learning, Data Strategy, Logistic Regression, Dataflow, Model Evaluation, Performance Tuning
中级 · 专项课程 · 3-6 个月