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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Learning From Data
Free course by Caltech - California Institute of Technology

✅ 23 sections with pdf slides and video lessons

https://work.caltech.edu/library/

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Introduction to Data Science by University of Washington

🎬 95 video sessions
⏰ Duration: 16h
👨‍🏫 Instructor: Bill Howe, PhD
✅ Completely free

🔗 Course link


#datascience #ds #ml #washingtonuniversity
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CS121 - Introduction to Relational Database Systems, Fall 2016 - Caltech

Slides are made available as PDF files. All lectures are recorded in .mp4 format. Each recording is around 25MB in size.

⏰ Free Online Course
🎬 27 Video lessons
📁 downloadable resources
🏃‍♂️ Self paced
Offered by: Caltech

🔗 Course link

#Relational_database #RDBMS
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Detailed Data Science Roadmap to become a Data Scientist

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Apply Now👉🏻 Free Guidance for your Placement & Get Hired

Don't Miss the Opportunity

Apply Now :
https://tinyurl.com/48vmyy3y

Registration is completely free of cost.

🚶𝗛𝘂𝗿𝗿𝘆 𝗨𝗽, 𝗳𝗲𝘄 𝘀𝗲𝗮𝘁𝘀 𝗹𝗲𝗳𝘁!

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𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗼𝗿 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗮𝗿𝘁𝗶𝗰𝗶𝗽𝗮𝘁𝗲 𝗶𝗻 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗰𝗼𝗻𝘁𝗲𝘀𝘁𝘀 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲𝘀𝗲 𝗯𝗲𝗹𝗼𝘄 𝗴𝗿𝗼𝘂𝗽𝘀👇👇.

𝟭. 𝗚𝗲𝗻𝗲𝗿𝗮𝗹 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

@cp_discussion_group

@allcodingsolution_official

𝟮. 𝗟𝗘𝗘𝗧𝗖𝗢𝗗𝗘 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

@leetcode_cp

𝟯. 𝗖𝗢𝗗𝗘𝗙𝗢𝗥𝗖𝗘𝗦 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

@codeforces_cp

𝟰. 𝗖𝗢𝗗𝗘𝗖𝗛𝗘𝗙 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

@codechef_group

𝟱. 𝗖𝗢𝗗𝗜𝗡𝗚 𝗡𝗜𝗡𝗝𝗔𝗦 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗿𝗼𝘂𝗽:

@coding_ninjas_discuss


𝟲. 𝗔𝗧𝗖𝗢𝗗𝗘𝗥 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:

@atcoder_discuss

𝟳. 𝗡𝗘𝗪𝗧𝗢𝗡 𝗦𝗖𝗛𝗢𝗢𝗟 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:

@Newton_School_Discuss

𝟴. 𝗞𝗔𝗚𝗚𝗟𝗘 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:

@kaggle_official