- 来自www.fun-mooc.fr
Machine learning in Python with scikit-learn
- 免费获取
- 免费证书
- 7 序列
- 等级 中级
- 从14 二月 2022开始
- 以16 五月 2022结束
课程详情
教学大纲
Introduction
Machine Learning concepts
Module 1. The Predictive Modeling Pipeline
Tabular data exploration
Fitting a scikit-learn model on numerical data
Handling categorical data
Module 2. Selecting the best model
Overfitting and Underfitting
Validation and learning curves
Bias versus variance trade-off
Module 3. Hyperparameters tuning
Manual tuning
Automated tuning
Module 4. Linear Models
Intuitions on linear models
Linear regression
Modelling with a non-linear relationship data-target
Regularization in linear model
Linear model for classification
Module 5. Decision tree models
Intuitions on tree-based models
Decisison tree in classification
Decision tree in regression
Hyperparameters of decision tree
Module 6. Ensemble of models
Intuitions on ensemble of tree-based models
Ensemble method using bootstrapping
Ensemble based on boosting
Hyperparameters tuning with ensemble methods
Module 7. Evaluating model performance
Comparing a model with simple baselines
Choice of cross-validation
Nested cross-validation
Introduction of the evaluation metrics
Classification metrics
Regression metrics
先决条件
Basic knowledge of Python programming : defining variables, writing functions, importing modules and some prior experience with the NumPy, pandas and Matplotlib libraries is recommended but not required
讲师
Loïc Estève
Loïc Estève is a research engineer at Inria. He is a scikit-learn core developer since 2016.
Olivier Grisel
Olivier Grisel is a machine learning engineer at Inria. He is a scikit-learn core developer since 2010.
Guillaume Lemaître
Guillaume Lemaître is a research engineer at Inria. He is a scikit-learn core developer since 2017.
Gaël Varoquaux
Gaël Varoquaux is a research director at Inria. He is one of the creator of scikit-learn and the project manager for the scikit-learn consortium.
Thomas Schmitt
Thomas Schmitt is a machine Learning Engineer at Inria.
编辑
法国国家计算机科学与控制研究所(INRIA)是法国一家专门从事数学和计算机科学研究的公共科技机构,由高等教育、研究和创新部以及经济和财政部共同管理。 它成立于 1967 年 1 月 3 日。
Inria 的使命是在国内和国际上发展信息与通信科学和技术方面的研究和技术转让。该机构还负责指导法国在人工智能研究方面的国家战略。
平台
France Université Numérique est le diffuseur des cours en ligne des établissements d’enseignement supérieur français et de leurs partenaires.
Il opère plusieurs plateformes de diffusion, dont la plus connue, FUN MOOC, est la première plateforme académique francophone mondiale. Grâce à de nombreux établissements partenaires, cette plateforme propose un vaste catalogue de cours s’enrichissant de jour en jour avec des thématiques variées et d’actualité.