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Join us: @MachineLearning_DeepLearning_ai

Channel for who have a passion for -
* Artificial Intelligence
* Machine Learning
* Deep Learning
* Data Science
* Computer vision
* Image Processing
* Research Papers
* Related Courses and Ebooks

Here's 7 statistical & machine learning concepts that you should know for #DataScience:

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1. Tree Based Methods
a. Decision Trees - https://lnkd.in/gBtCk9G
b. Random Forest - https://lnkd.in/g9FkczK
c. Gradient Boosting Trees - https://lnkd.in/gFPFGsk

2. Linear (Regularized) Models
a. Lasso & Ridge - https://lnkd.in/g3dJT-g
b. Linear Regression - https://lnkd.in/g7AS6Ar
c. Logistic Regression - https://lnkd.in/gq4EyJc

3. Hypothesis Testing & confidence
a. A/B Testing - https://lnkd.in/gmeijHV
b. Chi Square Test - https://lnkd.in/gG6vz2T
c. Statistical Tests - https://lnkd.in/gJcfTsq

4. Resampling Methods
a. Bootstrapping and Bagging - https://lnkd.in/gPmm4by
b. Cross Validation - https://lnkd.in/gsfsE6y

5. Clustering K-means
https://lnkd.in/gvNsp8N

6. Feature Selection
https://lnkd.in/gdCBWpB

7. Evaluation Metrics
a. Classification Metrics - https://lnkd.in/gxeyC6n
b. Regression Metrics - https://lnkd.in/gj4Eg9p

Completely Free Machine Learning Reading List

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https://towardsdatascience.com/completely-free-machine-learning-reading-list-eab0c8990c54

Here are 450 Ivy League courses you can take online right now for free.

The eight Ivy League schools are among the most prestigious colleges in the world. They include Brown, Harvard, Cornell, Princeton, Dartmouth, Yale, and Columbia Universities, and the University of Pennsylvania.

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https://www.freecodecamp.org/news/here-are-380-ivy-league-courses-you-can-take-online-right-now-for-free-9b3ffcbd7b8c/

8 Great Websites to Learn New Tech Skills During the Covid-19 Pandemic

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https://medium.com/better-programming/7-great-websites-to-learn-new-tech-skills-c36f39de55b9

Python Image Processing Tutorial (Using OpenCV)

In this tutorial, you will learn how you can process images in Python using the OpenCV library.

OpenCV is a free open source library used in real-time image processing. It’s used to process images, videos, and even live streams, but in this tutorial, we will process images only as a first step. Before getting started, let’s install OpenCV.

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https://likegeeks.com/python-image-processing/

Top 10 Elon Musk Productivity Secrets for Insane Success

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https://medium.com/swlh/top-10-elon-musk-productivity-secrets-for-insane-success-dae584c88e03

Image Processing and Data Augmentation Techniques for Computer Vision

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https://towardsdatascience.com/image-processing-techniques-for-computer-vision-11f92f511e21

How to Solve Any Code Challenge or Algorithm

Good code is abstract, so let’s apply that same logic to our problem solving! These steps are not specific and can be applied to most code challenges. (Edsger Dijkstra)

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https://medium.com/swlh/how-to-solve-any-code-challenge-or-algorithm-c66e0bed9dc9

Programming, Data Science and Machine Learning Books (Python and R)

These books will help you to understand the processes involved in data science workflow and become a data science professional.

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https://towardsdatascience.com/programming-data-science-and-machine-learning-books-python-and-r-bfcc7f47492

Python Projects with Source Code – Practice Top Projects in Python

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https://data-flair.training/blogs/python-projects-with-source-code/

JavaScript Quick Tip — Avoid Serial Request Waterfalls

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https://medium.com/javascript-scene/javascript-quick-tip-avoid-serial-request-waterfalls-d03c4021d5fa

10+ Python Tips and Tricks You Should Know in 2020

This video covers some different tips and trick in Python. These tricks make it easier and faster to write python code and give you some good tools to use the future. What's your favorite python tip and trick? Let me know!

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https://morioh.com/p/7430d87868f7

An Introduction to Web Scraping

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https://medium.com/swlh/an-introduction-to-web-scraping-with-puppeteer-3d35a51fdca0

A Bunch of Awesome Project Ideas You Can Start Coding Today

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https://medium.com/better-programming/heres-a-bunch-of-awesome-project-ideasyou-can-start-coding-today-6b5bd98c619f

Building Future Web Apps With JavaScript and Django

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https://medium.com/fbdevclagos/building-future-web-apps-with-javascript-and-django-c831883b22cf

Five Python Tricks You Need to Know Today

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https://towardsdatascience.com/five-python-tricks-you-need-to-learn-today-9dbe03c790ab

Advanced Python made easy

Python is an object-orientated language that closely resembles the English language which makes it a great language to learn for beginners. It’s advanced features and package of supported libraries even makes hard task be writable in bunch of lines of code.

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https://medium.com/quick-code/advanced-python-made-easy-eece317334fa

Learning Python: From Zero to Hero

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https://medium.com/free-code-camp/learning-python-from-zero-to-hero-120ea540b567