MLOps 课程可以帮助您学习机器学习项目的部署策略、模型监控以及持续集成和交付。您可以掌握自动化工作流、管理数据管道和确保符合治理标准的技能。许多课程介绍了 TensorFlow、Kubernetes 和 MLflow 等工具,这些工具支持操作 AI Model 并简化数据科学家和 IT 团队之间的协作。

Coursera
您将获得的技能: MLOps (Machine Learning Operations), Data Pipelines, Model Evaluation, Systems Design, Transfer Learning, Data Preprocessing, Data Quality, Feature Engineering, Deep Learning, Python Programming, Data Validation, Scikit Learn (Machine Learning Library), Applied Machine Learning, Predictive Modeling, Software Engineering, Debugging, Supervised Learning, Git (Version Control System), Performance Metric, Statistical Analysis
中级 · 专项课程 · 1-3 个月

您将获得的技能: Responsible AI, Model Deployment, Feature Engineering, MLOps (Machine Learning Operations), Model Evaluation, Data Ethics, PyTorch (Machine Learning Library), Artificial Intelligence and Machine Learning (AI/ML), Scikit Learn (Machine Learning Library), Data Preprocessing, Machine Learning, Data Pipelines, Deep Learning, Software Documentation, Technical Documentation, Scalability
中级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Model Deployment, MLOps (Machine Learning Operations), Predictive Analytics, Verification And Validation, Performance Analysis, Data Preprocessing, Image Analysis, Computer Vision, Performance Metric, Tensorflow, Data Quality, Performance Measurement, Applied Machine Learning, Failure Analysis, Data Pipelines, Deep Learning, PyTorch (Machine Learning Library), Docker (Software), Python Programming
中级 · 专项课程 · 1-3 个月

您将获得的技能: Model Evaluation, LLM Application, Large Language Modeling, Prompt Engineering, Hugging Face, Transfer Learning, Context Management
初级 · 课程 · 1-3 个月

Edge Impulse
您将获得的技能: Computer Vision, Convolutional Neural Networks, Applied Machine Learning, Embedded Software, Embedded Systems, MLOps (Machine Learning Operations), Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Machine Learning Methods, Anomaly Detection, AI Product Strategy, Cloud Computing, Internet Of Things, Product Engineering, Data Processing, Prototyping, Industrial Engineering, Product Development, Data Science
中级 · 专项课程 · 1-3 个月

Packt
您将获得的技能: Model Deployment, Databricks, MLOps (Machine Learning Operations), Feature Engineering, Apache Spark, Data Preprocessing, Applied Machine Learning, Data Lakes, AI Workflows, Hugging Face, Data Pipelines, PySpark, Vector Databases, Artificial Intelligence and Machine Learning (AI/ML), Retrieval-Augmented Generation, Data Quality, Machine Learning, Embeddings, Artificial Intelligence, Time Series Analysis and Forecasting
中级 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: Model Deployment, Convolutional Neural Networks, Google Cloud Platform, Natural Language Processing, Tensorflow, MLOps (Machine Learning Operations), Reinforcement Learning, Transfer Learning, Computer Vision, Systems Design, Applied Machine Learning, Machine Learning Methods, Image Analysis, AI Personalization, Cloud Deployment, Recurrent Neural Networks (RNNs), Hybrid Cloud Computing, Systems Architecture, Performance Tuning, Embeddings
高级设置 · 专项课程 · 3-6 个月

Google Cloud
您将获得的技能: 机器学习, 功能工程, Google Cloud 平台, Python 编程, 云部署, 人工神经网络, 数据管道, 张力流, Keras(神经网络库), MLOps(机器学习运营), 模型评估, 模型部署, 数据预处理, 数据转换, 深度学习, Model Evaluation
中级 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: 机器学习, 功能工程, 数据建模, 数据存储, 实时数据, 数据预处理, MLOps(机器学习运营), Keras(神经网络库), 数据转换, 数据处理, 数据管道, 张力流
中级 · 课程 · 1-3 个月

Google Cloud
您将获得的技能: 生成式人工智能, 机器学习, 人工智能, MLOps(机器学习运营), Google Cloud 平台, 大数据, 人工智能工作流程, 云基础设施, 模型部署, 及时工程, 监督学习, 张力流, Prompt Engineering
初级 · 课程 · 1-3 个月

Microsoft
您将获得的技能: 机器学习, 数据分析, Virtual Machine, 卷积神经网络, 负责任的人工智能, 监督学习, 模型评估, 数据处理, 数据转换, 数据预处理, 信息隐私, 迁移学习, 虚拟机, 分类算法, 分布式计算, 数据管道, 模型部署, Model Evaluation, 机器学习软件, 数据伦理, 图像分析, 张力流, Transfer Learning
中级 · 专业证书 · 3-6 个月

Microsoft
您将获得的技能: Model Deployment, Data Management, Artificial Intelligence and Machine Learning (AI/ML), Infrastructure Architecture, MLOps (Machine Learning Operations), Cloud Deployment, Artificial Intelligence, Data Security, Application Frameworks, Machine Learning, Data Preprocessing, Data Pipelines, Scalability
中级 · 课程 · 1-3 个月