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  • Welcome to ClaoudML
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  • Who is Randy Lao
  • My Services ☁️
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  • Data Science☁️
  • Data Science ☁️
  • Machine Learning ☁️
  • Machine Learning ☁️
  • Free Books ☁️
  • Books
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  • Math and Statistics ☁️
  • Math/Statistics ☁️
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  • Welcome to ClaoudML

    Free Data Science & Machine Learning Resources

  • Do you want free resources?

    Do you want more resources on Data Science, Analytics, and Machine Learning? Simply enter your email below and I'll send you weekly updates. Free resources won't hurt you!

    Yes, I want free resources
  • Who is Randy Lao?

    You're on a journey to learn Data Science, and I'm here to help you along the way!

    My name is Randy Lao ☁️ . I like to contribute my share of resources with you all. After realizing that most data science resources are hard to find to those new to the field, I want to make this site an easily accessible way for you to get your materials. These resources should come in handy to any data scientists at all levels of experience.

     

    Pass the baton – Share this site with your friends!

    Randy Lao ☁️

    Connect with me on LinkedIn

    Send me an email randylaosat@gmail.com

  • My Services

    I would love to help you out with anything, just email me at randylaosat@gmail.com

    📝 Resume Revamp + LinkedIn Optimization

    Provide crucial feedback + revisions on your resume to land those interview calls easily. Provide the inside scoop of how recruiters use LinkedIn and how you can leverage it to stand out from the crowd.

    🙋 1-on-1 Mentoring

    Provide tailored coaching and outline a clear roadmap for you to follow, including portfolio building and interview tips.

  • My Recommended Courses

    My Recommended Courses to Learn Data Science (DataCamp & Udemy)

  • All Your Guidance in 1 Book

    The e-book that will help you land your data science job.

  • Data Science☁️

    "Data Science is watching you"

  • Data Science Resources

    The best curated list of Data Science materials on the web!

    Ways to Learn Data Science

    Ways to Learn Data Science

    Here are some different approaches to start your Data Science Journey. Remember, there is no right path, there is only your path!

    Python for Data Science

    Data Science in Python

    Here's a simple guideline that you can follow to learn Data Science in Python!

    Data Science blogs

    Data Science in R

    Here's a simple guide to learn Data Science in R!

    10 Essential Skills for Data Science

    Essential Skills for Data Science

    Here are 10 Essential Skills that are needed for Data Science! It gives you a high-level overview of what is needed.

    Experts Advice on Data Science

    Expert Advice on Data Science

    The advice you'll need to become a Data Scientist.

    Data Science blogs

    Most Common Data Science Interview Questions

    This is a must read to prepare yourself for the Data Science Interview!

    Data Science Toolbox

    The Data Science ToolBox

    Here are some of the important tools needed for Data Science!

    Data Science blogs

    Essential Concepts of Data SCience

    Some important concepts that you need to know about Data Science.

    Data Science Pipeline guide

    Guide: Data Science Pipeline

    Here is a beginner's guide to the Data Science Pipeline. Learn how the whole process works, from start to finish.

    SQL for data science

    SQL For Data Science

    Everything you'll need about SQL to prepare yourself in Data Science.

    data science projects

    10 Data Science Projects

    Not sure what projects to work on? Take a look at these 10 amazing Kaggle projects!

    Data Storytelling

    Data Storytelling 101

    Here are 6 Steps on how to tell your story like a Senior Data Scientist!

    Data Science Youtube Videos

    Data Science YouTube Videos

    I've compiled some of the best YouTube videos that you can find for learning Data Science!

    Data Science github repositories

    GitHub Repositories for Data Science

    Some great GitHub Repos to learn Data Science!

    Data Science blogs

    Best Data Science Blogs

    My top 10 favorite blogs to learn Data Science and Machine Learning

    Data Science blogs

    Web Scraping for Data Science

    All the resources you need to learn Web Scraping in Python + BeautifulSoup

    Data Science blogs

    NLP for Data Science

    The best resources to learn NLP for Data Science!

  • Machine Learning ☁️

    "Machine Learning is the future"

  • Machine Learning Resources

    All of the best Machine Learning resources.

    Essential Concepts of Machine Learning

    The foundations of Machine Learning is a must. Here are some of the most essential concepts you need to know for Machine Learning.

    Best Machine Learning Tutorials

    There are an overwhelming number of courses and tutorials available online. These are all introductory content and are the more popular ones you'll find.

    Google Machine Learning Crash Course

    A new approach to learn Machine Learning Google Style. This is a crash course series!

    Guide to Machine Learning

    Start Here if you are new to Machine Learning! This article will cover the basics in an easy manner.

    Stanford Machine Learning Notes

    Andrew Ng's Stanford Machine Learning Notes and slides all in one place!

    Best Machine Learning Slides

    If you want to learn Machine Learning from Scratch and get a good understanding on what's under the hood, then check these slides out!

    Best Machine Learning Glossary

    One of the best Machine Learning Glossary by Google that I've found online. It will definitely come in handy!

    Machine Learning Algorithms

    Here are 8 of the most common and popular machine learning algorithms. These articles will help clarify everything!

    How To Start a ML Project

    A step by step mini-guide on how you can start any Machine Learning Project.

    Best Machine/Deep Learning Notes

    A nice slide presentation about Deep Learning and Machine Learning. It's so GOOD! By Tess Ferranandez

  • "Reading one book is like eating one potato chip"

    Free Books ☁️

  • Data Science & Machine Learning Books

    They are all free!

    📕 Statistic

     

    Think Stats – Probability and Statistics

     

    Statistical Inference for Data Science 

     

    Think Bayes – Bayesian Statistics Made Simple

     

    Doing Bayesian Data Analysis with R

    📗 Machine Learning

     

    An Introduction to Statistical Learning

     

    The Elements of Statistical Learning

     

    Machine Learning Yearning

     

    Deep Learning

     

    A Course in Machine Learning (CIML)

     

    Machine Learning - The Complete Guide

     

    A First Encounter with Machine Learning

    📘 Data Science

     

    Data Jujitsu by DJ Patil

     

    Data Science for Business

     

    Data Science From Scratch

     

    Data Science For Dummies

     

    Art of Data Science

     

    R for Data Science

     

    Python Data Science Handbook

     

     

    📙 Other

     

    Automate the Boring Stuff With Python 

     

    Python Cookbook

     

    R For Beginners

     

    Natural Language Processing with Python

     

    The Data Science Handbook – Advice & Insights from Data Scientists

     

    Business Case Analysis with R

     

    R for Everyone Advanced Analytics and Graphs

  • Instagram

    Follow @randy.k.l

  • Math and Statistics ☁️

    "There are three kinds of lies - lies, damned lies and statistics."

  • Essential Math & Statistics

    The essential maths to understand Data Science and Machine Learning

     

    ➤ Linear Algebra

    Matrices, Vectors, Eigenvalues/Eigenvectors, Linear Transformations & Equations

     

    ➤ Inferential Statistics

    Sampling Distribution, Central Limit Theorem, Hypothesis Testing, Types of Errors, ANOVA, Chi-Square, T-Test

     

    ➤ Probability Theory 

    Random Variables, Types of Distributions, Sampling, Conf. Intervals, Z Scores

     

    ➤ Basic Calculus

     

    ➤ Linear Programming

    Formulating a Real Problem to a Mathematical Model

     

    ➤ Optimization

    Gradient Algorithms & Objective Functions

     

    ➤ Graph Theory

    Trees, Nodes, Edges

     

    ➤ Data Structures

  • The Blog

    My awesome collection of articles

    The Machine Learning Guide for Beginners
    April 5, 2020 · machine learning,Guide,unsupervised learnin,reinforcement learni,beginner
    Should I learn now… or later? Learning is a universal skill/trait that is acquired by any living organism on this planet. Learning is defined by: the acquisition of knowledge or skills through experience, study, or by being taught.Whether that be a plant learning how to respond to light and...
    A Beginner's Guide to the Data Science Pipeline
    April 5, 2020 · data science,machine learning,ai,pipeline,beginner
    Once upon a time there was a boy named Data. Throughout his life, he was always trying to understand what his purpose was. What values do I have? What impact can I make on this world? Where does Data come from? See any similarities between you and Data? These questions were always in his mind and...
    Learn 7 Machine Learning Algorithms in 7 Minutes
    February 22, 2018 · machine learning,data science,guide,tutorial,process
    My mommy always said machine learning was like a box of chocolates. You never know what you're going to get. Sorry mom, not today! We're definitely going to know what chocolates we're getting (I hope I get Dark Chocolate). Just like opening a box of chocolates, you shouldn't be afraid of...
  • Discussion Page ☁️

    Don't be shy. We don't bite.

  • Feedback

    Feedback is greatly appreciated.
    You + Us = Awesome.

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