The ability to data-driven decisions and predictions
What an exciting time to be alive
Deep learning applications are super super cool! But be reminded, the majority of real applications in the inductry that are creating value for the firms actually operates on structured data
Knowing proper techniques in applications such as classification, regression and time-series predictions could help you sail a long way in data science
The posts in this section mainly focus on three aspects of data science:data visualization, building a robust data pipeline, model selection among the myriad of machine learning models, and finnally, building ensemble models & hyper-parameter tuning to boost your model's performance
COVID-19
Data visualization and time-series predictions for the novel Corona Virus.
We will be focusing on visualize the severity of this epidemic in Chiese cities as well as in Singapore and trend
prediction using Facebook Prophet.
A complete guide on data science project pipeline
This project is a complete pipeline in cluding Data acquisition, data cleaning, exploratory data analysis, data wrganling
problem setup, model selection, as well as hyper-parameter tuning, ensemble learning to further
boost the model performance
All-star models and Bayesian optimization for your model's hyper-parameters
In this project, we will compare popular models in a classification problem setup
XGBoost, CatBoost, SVM, Naive Bayes, Random Forest, K-Nearst-Neighbors, Ridge Classifier, Gaussian Process Classifier
The classification is based on the predictions of several deep learning models and the models in question are used as meta-learners
You will also find a very useful script to leverage Bayesian optimization with Tree Parzen Estimator (TPE) that will give tremendous performance boost within minimum time
Building your machine learning pipeline with Google Cloud Platform
Take advantage of Google's online storage and computing power
Key words: GCP, BigQuery,ML_Engine, SQL, TensorFlow
These tricks allow us to work remotely on the Cloud while drinking a coconut in Bali beach
Detecting Parkinson
An easy project to start your data science journey
Parkinson's disease is known as uncurable in the medical field
However, early detection along with proper medication can significantly improve symptoms and quality of life
BiuBiuBiuMassa libero
Nullam et orci eu lorem consequat tincidunt vivamus et sagittis libero. Mauris aliquet magna magna sed nunc rhoncus pharetra. Pellentesque condimentum sem. In efficitur ligula tate urna. Maecenas laoreet massa vel lacinia pellentesque lorem ipsum dolor. Nullam et orci eu lorem consequat tincidunt. Vivamus et sagittis libero. Mauris aliquet magna magna sed nunc rhoncus amet pharetra et feugiat tempus.