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Free Data Mining Courses

NOC:Data Mining, IIT Kharagpur
🎬 44 video lesson
8 Modules
Taught by: Prof. Pabitra Mitra
Source: NPTEL
🔗 COURSE LINK

Data Mining for Beginners | Data Mining Full course | Learn Data Mining in 10 Hours | Great Learning
🎬 17 video lesson
Duration : 10 hours worth of material
🏃‍♂️ Self paced
Source: Great Learning
🔗 COURSE LINK

NOC:Business analytics and data mining Modeling using R, IIT Roorkee
🎬 56 video lesson
12 Modules
🔗 COURSE LINK
NOC:Business Analytics & Data Mining Modeling Using R Part II, IIT Roorkee
🎬 20 video lesson
4 Modules
🔗 COURSE LINK
Taught by: Dr. Gaurav Dixit
Source: NPTEL

Data Mining with Weka MOOC
Free Online Course
🧱 5 modules
🎬 Video Lectures
🏃‍♂️ Self paced
Source: University of Waikato
Taught by: Ian H. Witten
🔗 Course Link

WEKA - Data Mining with Open Source Machine Learning Tool
Rating⭐️: 4.2 out 5
Students 👨‍🎓 : 12,485`
Duration : 3hr 30min of on-demand video
Teacher 👨‍🏫: DATAhill Solutions Srinivas Reddy
🔗 COURSE LINK

Data Mining Crash Course
🎬 6 video lesson
Duration : 1-2 hours worth of material
🏃‍♂️ Self paced
Source: Data Science Dojo
🔗 Course Link

Clustering in Data mining | K means Clustering Algorithm | Hierarchical Clustering | Great Learning
🎬 86 video lesson
Duration : 3-4 hours worth of material
🏃‍♂️ Self paced
Source: Great Learning
🔗 Course Link

Mining Online Data Across Social Networks
Free Online Course
🎬 30 video lesson
Duration : 1-2 hours worth of material
🏃‍♂️ Self paced
Source: Class Central
🔗 Course Link

DATA MINING (DM)
Free Online Course
🏃‍♂️ Self paced
Source: YouTube
🔗 Course Link

#Data_Mining

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Free Big Data Courses

Complete Big Data
🎬 13 video lesson
Duration : 2-3 hours worth of material
🏃‍♂️ Self paced
Source: Class Central
🔗 COURSE LINK

Big Data 101 (Login Required)
Modules: 6
Duration : 3 hours worth of material
🏃‍♂️ Self paced
Source: IBM via Cognitive Class
🔗 COURSE LINK

Introduction to Big Data - an overview of the 10 V's
Rating⭐️: 4.4 out 5
Students 👨‍🎓 :15,630
Duration : 40min of on-demand video
Teacher 👨‍🏫: Taimur Zahid
🔗 COURSE LINK

MIT RES.LL-005 Mathematics of Big Data and Machine Learning, IAP 2020
🎬 20 video lesson
Duration : 14 hours worth of material
🏃‍♂️ Self paced
Source: MIT open courseware
🔗 Course Link

NOC:Big Data Computing, IIT Patna
🎬 35 video lesson
8 Modules
Taught by: Dr. Rajiv Misra
Source: NPTEL
🔗 COURSE LINK

Algorithms for Big Data (COMPSCI 229r)
🎬 25 video lesson
Duration : 34 hours worth of material
🏃‍♂️ Self paced
Source: Harvard University
🔗 Course Link

NOC:Algorithms for Big Data, IIT Madras
🎬 48 video lesson
8 Modules
Taught by: Prof. John Augustine
Source: NPTEL
🔗 COURSE LINK

Big Data Hadoop Tutorial for Beginners
🎬 17 video lesson
Duration : 4-5 hours worth of material
🏃‍♂️ Self paced
Source: Great Learning
🔗 Course Link

Big Data Analytics Full Course In 10 Hours | Big Data Hadoop Tutorial
🎬 5 video lesson
Duration : 10 hours worth of material
🏃‍♂️ Self paced
Source: Great Learning
🔗 Course Link

Big Data Analytics
Free Online Course
🎬 70 video lesson
Duration : 19 hours worth of material
🏃‍♂️ Self paced
Source: caltech via youtube
🔗 Course Link

Stanford Seminar - Big Data is (at least) Four Different Problems
Free Online Course
🎬 27 video lesson
Duration : 1-2 hours worth of material
🏃‍♂️ Self paced
Source: Stanford Online via YouTube
🔗 Course Link

#Big_Data

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Data Science and Machine Learning [PDF]
Mathematical and Statistical Methods
Dirk P. Kroese, Zdravko I. Botev, Thomas Taimre, Radislav Vaisman
8th May 2022

533 pages

🔗 Read online

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Useful Python for data science cheat sheets 👇
Python Data Science Handbook

https://jakevdp.github.io/PythonDataScienceHandbook/



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Free Machine Learning Courses

Machine Learning with Python: Zero to GBMs
🎬 Watch hands-on coding-focused video tutorials
🧮 Practice coding with cloud Jupyter notebooks
💻 Build an end-to-end real-world course project
📜 Earn a verified certificate of accomplishment
📊 You will solve 2 coding assignments & build a course project where you'll train ML models using a large real-world datasets
🔗 Course Link

MIT RES.LL-005 Mathematics of Machine Learning and Big Data, IAP 2020
🎬 20 video lesson
Duration : 14 hours worth of material
🏃‍♂️ Self paced
Source: MIT open courseware
🔗 Course Link

Introduction to Machine Learning, IIT Kharagpur
🆓 Free Online Course
💻 44 Lecture Videos
🏃‍♂️ Self paced
Teacher 👨‍🏫 : Prof. S. Sarkar
🔗 Course Link

Machine Learning Crash Course
🧮 30+ Exercises
15 hours
💻 Real-world case studies
📜 Lectures from Google researchers
📊 Interactive visualizations
🔗 Course Link

FOUNDATIONS OF MACHINE LEARNING
by Bloomberg
Understand the Concepts, Techniques and Mathematical Frameworks Used by Experts in Machine Learning
🎬 30 video lessons with slides
28 hours
🔗 Course Link

Introduction to Machine Learning (Fall 2020)
By Massachusetts Institute of Technology, MIT
🎬 Video Lectures
Length: 13 weeks
🏃‍♂️ Self paced
Source: MIT
🔗 Course link

Introduction to Machine Learning Problem Framing
By Google

Length: 1 hour
🏃‍♂️ Self paced
Source: Google
🔗 Course link

Undergraduate Machine Learning (Nando de Freitas/University of British Columbia)
Author: prof Nando de Freitas
🎬 33 lessons
21 hours
🏃‍♂️ Self paced
Source: YouTube
🔗 Course link

Stanford CS224W course on graph ML
A legendary Stanford CS224W course on graph ML now releases videos on YouTube for 2021
🎬 60 Videos
30h
🔗 Course link

Books
Mathematics for Machine Learning
Approaching (Almost) Any Machine Learning Problem
Machine Learning

GitHub Repositories
Machine Learning University: Accelerated Natural Language Processing Class
Hands on ML notebook series
Machine learning cheat sheet with code

Article
Machine Learning is Fun!

#Machine_Learning

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DON'T DO THESE DATA SCIENCE MISTAKES
LeetCode_SQL_Questions_With_Solutions.pdf
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LEETCODE SQL QUESTIONS WITH SOLUTIONS
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