zoukankan      html  css  js  c++  java
  • Python for Data Science

    Python for Machine Learning

    Python for Data Visualization

    Libraries
    Matplotlib
    Seaborn
    ggplot
    GraphX
    Plotly
    Functions
    Exploratory data analysis
    Data storytelling
    Decision-support dashboard design
    Public education(news, media, and data blogging)

    Python for Machine Learning

    Libraries
    scikit-learn
    Tensor Flow
    PyTorch
    Functions (By Use Case)
    Regression
    Clustering
    Dimension reduction
    Association rules
    Deep learning
    Instance-based
    Decision trees
    Bayesian
    Ensemble
    Regularization

    Python for Data Engineering

    Functions

    • Learn to build simple MapReduce jobs (sans Java)
    • Write Spark jobs(sans Scala)
    • Programming IoT device(Raspberry Pi)
    • Building ETL processes(Airflow)

    Types of Machine Learning Methods

    Supervised Learning Making predictions straight from labeled data
    Unsupervised Learning Making predictions straight from unlabeled data
    Semi-Supervised Learning Uses both labeled and unlabeled data to make a set of predictions

    Popular Ways to Group ML Algorithms

    By Learning By Function By Use Case
    Supervised Regression Fraud detection
    Unsupervised Clustering Recommendation engines
    Semi-supervised Dimension reduction Price forecasting
    Association rules Inventory demand forecasting
    Deep learning Water consumption forecasting
    Instance-based Infrastructure demand forecasting
    Decision trees And so on
    Bayesian
    Ensemble
    Regularization
  • 相关阅读:
    bzoj4105: [Thu Summer Camp 2015]平方运算
    bzoj4035: [HAOI2015]数组游戏
    bzoj1022: [SHOI2008]小约翰的游戏John
    bzoj4665: 小w的喜糖
    CodeChef:Little Elephant and Colored Coins
    bzoj4664: Count
    bzoj4498: 魔法的碰撞
    bzoj4230: 倒计时
    bzoj4532: [BeiJing2014 WinterCamp] 珠链
    python 画正态曲线
  • 原文地址:https://www.cnblogs.com/keepmoving1113/p/14317703.html
Copyright © 2011-2022 走看看