|
所在平台: Udemy |
课程主页: https://www.udemy.com/course/data-science-bootcamp-in-python/
课程评论：没有评论
Coursera 上的 “Complete Data Science & Machine Learning Bootcamp in Python” 课程旨在帮助零基础学员掌握数据科学领域所需技能。课程从 Python 基础讲起，涵盖数据科学流程、NumPy、Pandas、Matplotlib、Seaborn 和 Plotly 等核心库，用于数据处理、可视化和交互式展示。 在机器学习方面，课程深入讲解了各种算法的原理、优缺点、特征重要性、评估指标、交叉验证、防止过拟合、超参数调优、处理不平衡数据、TensorFlow & Keras、自动化机器学习 (AutoML) 以及自然语言处理 (NLP)。此外，课程还涉及 Dask 和 Apache Spark 等用于处理大数据。 课程提供练习题和解决方案以巩固学习。学员可享受终身访问视频和 Notebooks 的权利，并且购买课程享有 30 天的无风险退款保证。完成课程后，学员可以将数据科学、机器学习和深度学习技能添加到简历中。
Obtain skills in one of the most sort after fields of this centuryIn this course, you'll learn how to get started in data science. You don't need any prior knowledge in programming. We'll teach you the Python basics you need to get started. Here are some of the items we will cover in this courseThe Data Science ProcessPython for Data ScienceNumPy for Numerical ComputationPandas for Data ManipulationMatplotlib for VisualizationSeaborn for Beautiful VisualsPlotly for Interactive VisualsIntroduction to Machine LearningDask for Big DataPower BI DesktopGoogle Data StudioAssociation Rule Mining - AprioriDeep Learning Apache Spark for Handling Big DataFor the machine learning section here are some items we'll cover:How Algorithms WorkAdvantages & Disadvantages of Various AlgorithmsFeature ImportancesMetricsCross-ValidationFighting OverfittingHyperparameter TuningHandling Imbalanced DataTensorFlow & KerasAutomated Machine Learning(AutoML)Natural Language ProcessingThe course also contains exercises and solutions that will help you practice what you have learned. By enrolling in this course, you'll have lifetime access to the videos and Notebooks. Purchasing the course also comes with a 30-day money-back guarantee, so you can try it at no risk at all. Let's now add Data Science, Machine Learning, and Deep Learning to your CV. See you inside the course. The course also contains exercises and solutions that will help you practice what you have learned. By enrolling in this course, you'll have lifetime access to the videos and Notebooks. Purchasing the course also comes with a 30-day money-back guarantee, so you can try it at no risk at all. Let's now add Data Science, Machine Learning, and Deep Learning to your CV. See you inside the course. The course also contains exercises and solutions that will help you practice what you have learned. By enrolling in this course, you'll have lifetime access to the videos and Notebooks. Purchasing the course also comes with a 30-day money-back guarantee, so you can try it at no risk at all. Let's now add Data Science, Machine Learning, and Deep Learning to your CV. See you inside the course.
