Yang Lei's repositories
Build_the_best_Classifier_for_Loan_default_Prediction
Build Machine Learning Models for Loan Default Prediction using different algorithms including Decision Tree, K Nearest Neighbor,Support Vector Machine, Logistic Regression. And then evaluate the different model performances to choose the best one for production.
Python_Black_Scholes_Formula_for_Option_Pricing
A simple Python scripts for Option Pricing Modeling based on The Black Scholes Formula using Python 3
Python_Machining_Learning_Customer_Churn_Prediction
A model for customer churn prediction
Apache_Beam
Apache Beam Data Pipeline Building for Data processing at Scale
Deploy_Babyweight_Production_ML_Model_On_GCP
Train and Deploy New Born Baby weight Machine Learning Model on GCP using BigTable and GCP ML Engine
GPU_Utilization_Management
It's cretical to get an optimized model training and testing enviroment to boost model performance technically as well as economically
Machine_Learning_with_Pytorch
Model building and Optimization with Pytorch and Python
MachineLearning_Algorithms_Python_Implementations
A repository for storing personal study records
Neural_Networks_Model_Design_with_Keras
Use Keras to design Neural Network Models with same dataset but different parameters to explore the best models
Python_Data_Visualization_With_Pyecharts
A powerful visualization package can create almost all kinds of charts
Python_for_Finance
Projects for Finance Market Data Analysis
Python_Investment_Portfolio_Construction
Exploring the Efficient Frontier for Constructing a investment portfolio with best return and acceptable risks based on Markowitz Portfolio Theory using Python 3
Python_MonteCarlo_Simulations_for_Stock_Price_Forecasting
Time series Data Analysis for Stock Price predictions Based on Monte Carlo Simulations using Python 3
Python_Stock_Trade_Backtesting_Model
A simple trade back-testing model using Python
Python_Visulization_Creating_Graphs_Dashboards
Simple codes for drawing commonly used analytical graphs in Data Science
Spark_HDFS_on_AWS
Spark Big data practice with Hadoop on AWS
vanillawebprojects
Mini projects built with HTML5, CSS & JavaScript. No frameworks or libraries
Variational_AutoEncoder
Created and trained a VAE model using MNIST dataset
Advanced-SQL-Coding-Practices
advanced SQL coding practices
Data_Automation_Project
SEC listed security issuers fiancial, market, profile, and risk data collection and processing automation
DataScienceApp_with_Streamlit
deploy data and machine learning applications using Streamlit
Machine_Learning_with_Python_Scikit-learn
Machine Learning code samples using Python Sklearn library
SQL_Challenges_for_Practice
A Special SQL problems collection that help to sharpen your skills
Stocks_Clustering-analysis-and-plot
analyzing stocks with correlation and grouping and plotting them into subgroups
time-series-kafka-demo
Fully reproducible, Dockerized, step-by-step, tutorial on how to mock a "real-time" Kafka data stream from a timestamped csv file. Detailed blog post published on Towards Data Science.