|
所在平台: Udemy |
课程主页: https://www.udemy.com/course/machine-learning-0-to-100-concepts-coding-exercises/
课程评论：没有评论
**机器学习 0 到 100 Python 人工智能** 本课程旨在帮助学员从零开始全面掌握机器学习，涵盖理论概念到实际编程应用。无论您是数据科学家、资深开发人员还是希望利用机器学习的商业人士，本课程都将为您提供所需的工具和知识，加速您的职业发展。 **您将学到：** * **机器学习基础：** 理解核心概念和术语。 * **算法与模型：** 深入学习各类机器学习算法。 * **数据预处理：** 掌握数据清洗、归一化、特征工程和特征选择等技术。 * **Python 编程实践：** 熟练使用 Python 和关键的数据科学库。 * **模型评估与调优：** 学习使用准确率、精确率、召回率、ROC-AUC 等指标评估模型，并通过交叉验证和超参数优化调优模型。 * **实际项目演练：** 通过模拟真实场景的动手项目，从数据收集到模型部署，学以致用。 * **解决问题技巧：** 学习如何处理数据不平衡、高维度、过拟合等常见问题。 **课程亮点：** * 互动式课程和真实项目 * 专家指导 * 实践导向 * 丰富的学习资源
Mastering Machine Learning from concepts to real-world coding. Unlock the power of Machine Learning and accelerate your career with this comprehensive course, designed to bridge the gap between theory and practical applications. Whether you're an aspiring data scientist, a seasoned developer, or a business professional looking to harness the capabilities of Machine Learning, this course will equip you with the tools and knowledge you need to excel.What you will learn:-Foundation of Machine Learning: You will understand the core concept and terminology-Algorithms and Models: You will dive deep into various Machine Learning algorithms -Data preprocessing: You will master techniques like Data Cleaning, Normalization, Feature Engineering, and Feature Selection to prepare your data for analysis.-Practical coding exercise: You will gain proficiency in Python and essential data science libraries.-Model evaluation and tuning: You will learn to evaluate and interpret models using metrics like accuracy, precision, recall, and ROC-AUC. You will learn to Tune your model using cross-validation and hyperparameter optimization.-Real-world coding exercises: You will apply what you've learned through hands-on projects that simulate real-world scenarios, from data collection to model deployment.-Problem-solving techniques: You will address common issues like data imbalance, high dimensionality, and overfitting with practical solutions.Course Highlights:-Interactive lessons and real projects-Expert instructions-Hands-on approach-Comprehensive Resources
