PyTang's repositories
RL4Microgrids
RL for Energy Management of Microgrids
RL-Platform-Game---PAMDP
Project PAMDP on Platform Game
my-website
My website showcase
PythonCourse
Python Lesson for Master Student
Support-Vector-Machines
Using support vector machines (SVMs) to build a spam classifier
VitaminC-ToothGrowth
Analysis relationship between vitamin C and tooth growth over pigs sample
Anomaly-Detection-and-Recommender-Systems
Implement the anomaly detection algorithm and apply it to detect failing servers on a network. Use collaborative filtering to build a recommender system for movies.
bank_failures
Every bank failure in the United States since the Great Depression
Bias_Variance
Implement regularized linear regression and use it to study models with different bias-variance properties
Electric_power_consumption
From the UC Irvine Machine Learning Repository - Study the Electric power consumption on one household
Exponential-distribution
I show you a demonstration to understand the Central Limit Theorem
French-presidential-election-
French presidential election
K-means_and_PCA
Implement the K-means clustering algorithm and apply it to compress an image. Use principal component analysis to find a low-dimensional representation of face images.
Keras-GAN
Keras implementations of Generative Adversarial Networks.
Linear_Regression
Implement linear regression and get to see it work on data
Logistic_Regression
Implement logistic regression and apply it to two different datasets
machine_learning_examples
A collection of machine learning examples and tutorials.
ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
Motor-Trend-Car-Road-Tests
Analyzes over the characteristics of a car related to its fuel consumption
Multi_class_and_Neural_Network
Implement one-vs-all logistic regression and neural networks to recognize hand-written digits
Neural-Networks-Learning
Implement the backpropagation algorithm for neural networks and apply it to the task of hand-written digit recognition
Neural_Network_Classification
My Neural Network to propagate and learn for a micro-image of 4 binary pixels
PracticalSessions2020
Repository for tutorial sessions at EEML2020
RepData_PeerAssessment1
Peer Assessment 1 for Reproducible Research
Statistical-Methods-Table
To determine what statistical methods used for specific situations, summary, and review
SwiftKey-NLP
TextPredictor using Natural Language Processing
US_AirPollutant_PM2.5
From National Emissions Inventory (NEI) - Study on how many tons of PM2.5 were emitted over the years
US_Storm_Damage
Explore the NOAA Storm Database and answer questions about severe weather events