Graphic SQL reference for data manipulation

Source: https://raw.githubusercontent.com/kelsfarmer/SQL/master/SQL%20Data%20Manipulation%20Language%20Cheat%20Sheet.png

Often the hardest part of solving a machine learning problem can be finding the right estimator for the job.

Different estimators are better suited for different types of data and different problems.

The flowchart below is designed to give users a bit of a rough guide on how to approach problems with regard to which estimators to try on your data.

Source: Scikit-learn

DIVE INTO DEEP LEARNING ||d2l.ai

Here's an Interactive deep learning book with code, math, and discussions.

Implemented with PyTorch, NumPy/MXNet, and TensorFlow.

Book Link : https://d2l.ai/

GitHub Repo: https://github.com/d2l-ai/d2l-en

Stars: 15.7K

Forks:3.4K

#deep_learning #pyTorch #numPy #MXNet #TensorFlow #neural_networks

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Hey folks, this week's round of our programming quiz league is about data science. Here is the quiz link:
http://www.tg-me.com/QuizBot?start=H4Ow9sU8

Feel free to answer on those 8 short questions and let me know about your placement on final score.

Also to those who celebrate today I wish Merry Christmas 🎄🥳😊

NOC: Reinforcement Learning, IIT Madras

🆓 Free Online Course
💻 65 Lecture Videos
⏰ 12 Modules
🏃‍♂️ Self paced
Teacher 👨‍🏫 : Dr. B. Ravindran

🔗 https://nptel.ac.in/courses/106106143

#Reinforcement_Learning #IIT
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Applications of Deep Neural Networks
Washington University in St. Louis

https://sites.wustl.edu/jeffheaton/t81-558/

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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
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🏃‍♂️ 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
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🔗 COURSE LINK
Taught by: Dr. Gaurav Dixit
Source: NPTEL

Data Mining with Weka MOOC
✅ Free Online Course
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🎬 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
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🔗 COURSE LINK

Data Mining Crash Course
🎬 6 video lesson
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🏃‍♂️ Self paced
Source: Data Science Dojo
🔗 Course Link

Clustering in Data mining | K means Clustering Algorithm | Hierarchical Clustering | Great Learning
🎬 86 video lesson
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Source: Great Learning
🔗 Course Link

Mining Online Data Across Social Networks
⏰ Free Online Course
🎬 30 video lesson
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🏃‍♂️ Self paced
Source: Class Central
🔗 Course Link

DATA MINING (DM)
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🔗 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
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🏃‍♂️ Self paced
Source: MIT open courseware
🔗 Course Link

NOC:Big Data Computing, IIT Patna
🎬 35 video lesson
⏰ 8 Modules
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Algorithms for Big Data (COMPSCI 229r)
🎬 25 video lesson
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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
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🏃‍♂️ Self paced
Source: Great Learning
🔗 Course Link

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

Big Data Analytics
⏰ Free Online Course
🎬 70 video lesson
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🏃‍♂️ 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
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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 👇