Data Mining
Charu C. Aggarwal, 2015


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🔥 Data science path without complexity (Data Science Roadmap):

👨‍💻 Programming:
Python 🐍
R 📊
Java ☕
SQL 📂

📊 Mathematical foundations:
Statistics 📈
Linear algebra 🔢
Differentiation and integration
Classification mathematics 📐

📈 Data analysis:
Feature Engineering 🛠️
Data Wrangling 📑
Interpretative data analysis (EDA) 🔍

🤖 Machine Learning:
Classification 🏷️
Regression 📈
Reinforcement Learning 🎮
Deep Learning 🧠
Dimensionality Reduction 🔍
Clustering 🧩

🕸️ Collect data from the web:
Beautiful Soup 🍲
Scrapy 🕷️
URLLIB 🌐

📊 Graphical visualization:
Tableau 🧮
D3.js 🌐
Scatter Plot 📈
Power BI 📉
ggplot2 📊

🚀 Get ready to explore the depths of this amazing field with these amazing, free educational resources collected in this repository:
https://github.com/Moataz-Elmesmary/Data-Science-Roadmap

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Please more 100 👍 with our posts

Introduction to Data Science: Data Analysis and Prediction Algorithms with R
Аuthor : Rafael A. Irizarry (2019)

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Data Science: The Hard Parts: Techniques for Excelling at Data Science, Daniel Vaughan
2023 || #ENG

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Streamlit for Data Science ( Adrien Treuille & Tyler Richards ), 2nd edition. Packt 2023

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Streamlit for Data Science ( Adrien Treuille & Tyler Richards ), 2nd edition. Packt 2023

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Data science : : CHEAT SHEET
#Cheat_sheet #DS

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👩‍💻 5 FREE DATA SCIENCE COURSES FOR BEGINNERS 👩‍🏫


CS109 Data Science (Harvard) - http://cs109.github.io/2015/pages/videos.html
Data-Driven Decision Making (PwC) - https://www.coursera.org/learn/decision-making
Machine Learning (Stanford) - https://www.coursera.org/learn/machine-learning
Data Science Foundations (IBM) - https://cognitiveclass.ai/learn/data-science
Data Science Specialization (JHU) - https://www.coursera.org/specializations/jhu-data-science


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Vodafone is hiring Data Engineer

For 2023, 2022 grads

Apply Link - https://tinyurl.com/39sy2ym3

Digitech Sols is hiring for the role of Data Entry/MIS Specialist.

Experience - 1 to 6 Years
Location - WFH

Apply Link - https://tinyurl.com/3e8mjsf3

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