Zhensong Ren's starred repositories
project-based-learning
Curated list of project-based tutorials
sqlalchemy
The Database Toolkit for Python
machine-learning-systems-design
A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems"
t81_558_deep_learning
T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis
LSTM-Neural-Network-for-Time-Series-Prediction
LSTM built using Keras Python package to predict time series steps and sequences. Includes sin wave and stock market data
awesome-TS-anomaly-detection
List of tools & datasets for anomaly detection on time-series data.
awesome-google-colab
Google Colaboratory Notebooks and Repositories (by @firmai)
scrapy-cluster
This Scrapy project uses Redis and Kafka to create a distributed on demand scraping cluster.
Predictive-Maintenance-using-LSTM
Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.
lstms_for_predictive_maintenance
LSTMS for Predictive Maintenance
pychromeless
Python Lambda Chrome Automation (naming pending)
predictive-maintenance
Data Wrangling, EDA, Feature Engineering, Model Selection, Regression, Binary and Multi-class Classification (Python, scikit-learn)
Predictive-Maintenance
A notebook tutorial series for performing predictive maintenance using machine learning
PySpark-Predictive-Maintenance
Predictive Maintenance using Pyspark
Turbofan-Federated-Learning-POC
Proof of concept on a predictive maintenance use case using federated learning to continuously improve predictions of the remaining lifetime of aircraft gas turbine engines.
scrapy-fargate-sls-guide
A guide/tutorial for running Scrapy with a serverless paradigm
ScrapyLambdaTemplate
Scrapy Deployed on AWS Lambda
scrapy-lambda
A scrapy extension to invoke an aws lambda function with the scraped item
varjo-sport-lambda-scraper
Website and scraper with Scrapy + AWS Lambda to scrape https://unisport.fi 's crappy website