Debugging a model or data science project involves following a systematic approach to identify and fix issues at each stage of the pipeline, starting with the data loaders and ending with the outputs.

Debugging a model or any data science project

Regression is a supervised learning algorithm used to predict continuous or real-valued outputs for given inputs, and is widely applied in a variety of fields to make accurate predictions.

The Ins and Outs of Regression: Types, Training, and Evaluation

Find the missing data percentage and count in pandas

Missing Data Percentage and Count in pandas

Getting the Spotify Refresh Token doesn't need to be a hassle any longer.

How to get the Spotify Refresh Token

Apple announced that it would begin checking content uploaded to iCloud Photos, against a list of known CSAM material. This is fine on it's own, however the system could easily be abused.

Apple doesn't care about privacy, and it's showing.

Discovering the Power of Dimensionality Reduction - Unveiling patterns and visualizing data with PCA and t-SNE.

Understanding PCA and t-SNE: A Comparative Analysis for Dimensionality Reduction

Hyperparameter tuning in machine learning, including methods such as grid search, random search, and Bayesian optimization and providing code snippets to demonstrate how to use these techniques in practice.

Cracking the Code: Mastering Hyperparameter Tuning for Optimal Machine Learning Performance

Model interpretability in machine learning, including the use of LIME and SHAP techniques

Unlocking the Secrets of Machine Learning: Techniques for Interpreting Complex Models

Utilize the power of Facebook Prophet to identify anomalies in your time series data and safeguard your data from potential issues with the help of Python.

Uncovering the Unusual: Using Facebook Prophet for Anomaly Detection in Time Series Data

How to identify and remove outliers from data using Python, using techniques such as visualization, z-scores, and interquartile range (IQR).

Out with the Outliers: How to Remove Outliers in Python

Even though I don't use any of their products myself, here's the features I hope Apple will announce.

WWDC 2022 Wishlist

The EU announced plans to force all devices – including iPhones – to use a common charging port.

All Posts

Debugging a model or any data science project

The Ins and Outs of Regression: Types, Training, and Evaluation

Missing Data Percentage and Count in pandas

How to get the Spotify Refresh Token

Apple doesn't care about privacy, and it's showing.