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2022-07-09 04:02:03
Τheoretical Neuroscience| Computational and Mathematical Modeling of Neural Systems
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Artificial Intelligence
Machine Learning
ML Andrew Ng.
W4 Neural Networks: Representation
W3 Regularization
W3 Logistic Regression
WK2 Linear Regression with Multiple Variables
WK1 机器学习介绍、单因素线性回归、线代回顾
课程笔记参考
Computational Data Analysis(统计学习)
Exercises
Summary
W12 Multiway Methods
W11 Artificial Neural Networks and Self Organizing Maps
W10 Unsupervised decompositions
W9 Cluster analysis
W8 无监督学习 PCA
W7 Support Vector Machines
W6 Ensemble methods
W5 Classification and Regression Trees (CART) and bagging
W4 LDA, Regularized versions
W3 Sparse Regression
W2 Model Selection
Modal-based Machine Learning
Bayesian inference (exact and approximate)
W11 Variational inference
W10 Markov-chain Monte Carlo (MCMC)
W9 Exact inference
Probabilistic modelling in various contexts (with practical examples of popular models)
W12 Gaussian processes
W8 Topic Modeling - Latent Dirichlet Allocation
W7 Temporal models Project introduction
W6 Classification and Hierarchical models
W5 Regression models
W4 Freq. vs Bayesian Prob. Programming
Foundations of probabilistic graphical models (PGMs) and probabilistic programming
W3 PGM foundations - Part 2 Priors, Generative processes and Mixture models
W2 PGM foundations - Probabilistic graphical models, factorization, conditional independence and inference
W1 - Intro to the course Probability review
概率图模型主要知识模块整理
MINI TEST1 复习
常用抽样实现方法
Introduction to Machine Learning and Data Mining
fit(),transform()和fit_transform()
Kaggle - ML
Feature Engineering
Intermediate Machine Learning
Introduction to Machine Learning
百度云智学院 - 机器学习
FreeCodeCamp - Machine Learning with Python
Introduction to TensorFlow
Core Learning Algorithms
Neural Networks
Computer Vision
The Convolutional Classifier
Introduction to AI
Elements of AI - Building AI
AI知识库 - 数学基础
Apache Spark
资源库
Network Science
课程项目:LOL英雄网络分析
《Oreilly_Graph_Algorithms》
Data Analysis
叙事可视化:用数据讲故事 Narrative Visualization: Telling Stories with Data
《Data Analysis with Open Source Tools》 数据之魅:基于开源工具的数据分析 PDF
Data Streams and Streaming Algorithms
A/B testing - Google - Udacity
3 选择和测量指标
2 试验中的政策和伦理问题
1 Overview
A/B Test
Data Analysis with Python - FreeCodeCamp
Kaggle - Pandas
Kaggle - Data Cleaning
Intro to SQL
Cognitive Science
Τheoretical Neuroscience| Computational and Mathematical Modeling of Neural Systems
《图解算法》读书笔记
大数据技术原理与应用-学习笔记
BI实验 香水产品销量数据分析
商务智能-学习笔记
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