Tonyloyt/Practical-Data-Science-Blog

Practical-Data-Science-Blog

This repo contains friendly links for my medium blogs so you can read them without restirections. Also you can find them categorized with the codes so you can read more about the topics you are intersted in.

Data Science Interview Questions & Answers

Article	Code
Machine Learning Interview Questions & Answers for Data Scientists
Deep Learning Interview Questions & Answers for Data Scientists
Probability Interview Questions & Answers for Data Scientists
Statistics Interview Questions & Answers for Data Scientists
Python Interview Questions & Answers for Data Scientists
SQL & Database Interview Questions & Answers for Data Scientists

Stable Diffusion Crash Coruse

Article	Code
Getting Started With Stable Diffusion
Stable Diffusion-Based Image Generation Web Application Using Fast API & React

Practical Computer Vision In Python

Article	Code
Overview of Computer Vision Tasks & Applications
Object Tracking with Particle Filters In Python

Practical Machine Learning Guide

Article	Code
End-to-End Machine Learning Workflow Part 1
End-to-End Machine Learning Workflow Part 2
How To Split Data Effectively for Your Data Science Project
Six Reasons Why Your Model Gives Bad Results
Brief Guide for Machine Learning Model Selection
Practical Guide to Support Vector Machine in Python
Practical Guide to Boosting Algorithms In Machine Learning
Overview of Unsupervised Machine Learning Tasks & Applications
Practical Guide to Dimesnioality Reduction in Python
Building Complex Models Using Keras Functional API
A Quick Setup for Neural Networks Hyperparameters for Best Results
Building A Recurrent Neural Network From Scratch In Python
Machine Learning Models Are No Longer A Black Box
Step-by-Step Guide on Deploying Yolo3 Model on Fast API

Time Series In Python

Article	Code
Manipulating Time Series Data In Python Pandas
Time Series Analysis in Python Pandas
Visualizing Time Series Data in Python
Arima Models in Python Part 1
Arima Models in Python 2
Machine Learning for Time Series Data Regression

Efficient Python for Data Scientists

Article	Code
How To Write Python Clean Code
Write Efficient Python Code: Defining & Measuring Code Efficiency
Write Efficient Python Code: Optimizing Your Code
How To Eliminate Loops From Your Python Code
Best Practices To Use Pandas Efficiently As A Data Scientist
Stop Looping Through Pandas DataFrames & Do This Instead
Selecting & Replacing Values In Pandas DataFrame Effectively
How To Use .groupby() Effectively For Data Transformation As A Data Scientist
20 Pandas Functions for 80% of your Data Science Tasks
Data Exploration Becomes Easier & Better With Pandas Profiling
Make Your Pandas Code 1000 Times Faster With This Trick

Machine Learning Research

Article
How to Read Machine Learning Papers Effectively

Book Recommendations for Data Scientists

Article
Top 12 Practical Data Science Books
Top 12 Business for Data Science Books for Data Scientists
5 Non-Technical Books You Should Read As A Tech Worker
5 Top Data Cleaning and Feature Engineering Books For Data Scientists
10 Books To Become a Great Writer and Storyteller
5 Top Practical Computer Vision Books
5 Best Books To Learn Statistics And Probability For Data Scientists
3 Books To Build A Strong Deep Learning Foundation
This Book Will Learn You To Scale Deep Learning Models
The Best Book To Build A Strong Machine Learning Foundation

Data Science Skill-Based Courses

Article

Learn from Top Universities

Article
Build Strong Deep Learning Foundations By Learning From Top Universities
Learn Reinforcement Learning from Top Universities
6 Top University Courses to Learn Mathematics for Machine Learning & Data Science
Learn Computer Vision From Top Universities
Learn AI from Top Universities Through these 10 Courses

Data Science Roadmaps

Article

Software Engineering for Data Scientists

Article

Data Science & AI Open Positions

Article

Data Science Interview Preparation

Article

Technical Writing Tips

Article

Self Development

Article