Practical-Data-Science-Blog

This repo contains friendly links for my medium blogs so you can read them without restrictions. Also, you can find them categorized with the codes so you can read more about the topics you are interested 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
Top Large Language Models (LLMs) Interview Questions & Answers

LLM Applications

Article	Code
Automating YouTube Script Writing with LangChain and Streamlit: A Step-by-Step Guide
Building a PDF-Chat App using LangChain, OpenAI API & Streamlit
5 Challenges Come with Building LLM-Based Applications
Vector Database: The Secret Behind Large Language Models Capabilities

Stable Diffusion Crash Coruse

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

Introduction to Generative AI

Practical Computer Vision In Python

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

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
Key Challenges of Machine Learning Model Deployment

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

Book Recommendations for Data Scientists

Data Science Skill-Based Courses

Data Science Educational Resoruces

Data Science Interview Preparation

Data Science Hiring Process

Writing Standing Out Resume

How to Build Standing Out Porotflio

Getting Internal Referal

Behavioral Interview Preparation

Technical Interview Preparation

Machine Learning Technical Interview

SQL Coding Interview

Learn from Top Universities

Data Science Roadmaps

Software Engineering for Data Scientists

Data Science & AI Open Positions

Technical Writing Tips

Self Development