How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of...

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Transcript of How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of...

Page 1: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 2: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

set of laws

Framework

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share with you a structured learning planthat you can start using right away after this webinar to accelerate your path into data science.

skills experience you need tools

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make you Irresistible to all data science Employers

EVERYONE will want YOU

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Page 6: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 7: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 8: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
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YES CHAT

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• You are in High demand

• You make a lot of money ($110,000 Median Base Salary)

• You get to work on interesting and challenging problems

• You will be able to have a massive impact on the places where

you work (and others)

• You have High Security (which we know is rare now a days).

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Page 15: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 16: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 17: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 18: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 19: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 20: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 21: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 22: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 23: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 24: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 25: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 26: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The "PHD" System

P - Program

H - Hack

D - Deliver

Statistical Analysis

P - Program

H - Hack

D - Deliver

Machine Learning

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• Cool Tip #1:

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Page 29: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

• Commercial Software for Data Analysis is:

• Expensive:

• Inconvenient:

• Limiting:

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Page 31: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 32: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 33: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 34: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 35: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 36: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

1) Coding Saves Money

2) You Can Do Whatever you want:(You’re not restricted by the software’s capabilities)

3) Very Convenient: (You’ll be able to work Anywhere & for Anyone!)

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Page 38: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 39: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The "PHD" System

P - Program

H - Hack

D - Deliver

Statistical Analysis

P - Program

H - Hack

D - Deliver

Machine Learning

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Page 41: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 42: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

• Remember:

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YES CHAT

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only 5 Families

Each Algorithm, is just ONE OPTION.

YOU DON’T NEED THEM ALL!

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Machine Learning

Do these group

together?

Is this type A or B? or..etc?

Is this unusual?

How can I make this simpler?

How much – or – How

many?

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Machine Learning

Clustering Algorithms

Classification Algorithms

Anomaly detection

Algorithms

Dimensionality Reduction Algorithms

Regression Algorithms

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Page 49: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

But no-one ever tells you!

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Page 51: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

most important

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Page 53: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Step-by-StepSystem

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Page 55: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The 6 Step Statistical Analysis Process

1) Determine Study’s properties

2) Set your significance Level

3) Investigate Data’s properties

4) Determine the appropriate statistical test

5) Run the test

6) Make a Conclusion to answer the study’s question

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The 6 Step Statistical Analysis Process

1) Determine Study’s properties

2) Set your significance Level

3) Investigate Data’s properties

4) Determine the appropriate statistical test

5) Run the test

6) Make a Conclusion to answer the study’s question

Page 57: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The 6 Step Statistical Analysis Process

1) Determine Study’s properties

2) Set your significance Level

3) Investigate Data’s properties

4) Determine the appropriate statistical test

5) Run the test

6) Make a Conclusion to answer the study’s question

Page 58: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The 6 Step Statistical Analysis Process

1) Determine Study’s properties

2) Set your significance Level

3) Investigate Data’s properties

4) Determine the appropriate statistical test

5) Run the test

6) Make a Conclusion to answer the study’s question

Page 59: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The 6 Step Statistical Analysis Process

1) Determine Study’s properties

2) Set your significance Level

3) Investigate Data’s properties

4) Determine the appropriate statistical test

5) Run the test

6) Make a Conclusion to answer the study’s question

Page 60: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The 6 Step Statistical Analysis Process

1) Determine Study’s properties

2) Set your significance Level

3) Investigate Data’s properties

4) Determine the appropriate statistical test

5) Run the test

6) Make a Conclusion to answer the study’s question

Page 61: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 62: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

WHATWHEN HOW

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The "PHD" System

P - Program

H - Hack

D - Deliver

Statistical Analysis

P - Program

H - Hack

D - Deliver

Machine Learning

Page 64: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 65: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

The "PHD" System

P - Program

H - Hack

D - Deliver

Statistical Analysis

P - Program

H - Hack

D - Deliver

Machine Learning

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Structured Learning Process

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YES CHAT

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Page 69: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 70: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 71: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

learning to code

not using Specialised Commercial Software?

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Page 73: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Or

The Great Debate:

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• First Appeared in August 1993 thanks to Ross Ihaka and Robert Gentleman• R is a language used specifically for Statistical Analysis and Data Science.

Pros:• It has a strong community• Built by statisticians

Cons:• Steep Learning Curve• Standalone Application (less flexible)• Becoming less popular

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• First Appeared in February 1991 thanks to Guido van Rossum.• Python is a general purpose programming language.

Pros:• Very easy to learn and use• Cleaner code• Can do pretty much anything.• Allows easy data science integration

with web apps and production databases.

Cons:• Not as Specialised.

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easiest flexible brighter future

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Page 78: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 79: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 80: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 81: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

• “Pandas” is a python library that is designed to make reading, storing and manipulating large quantities of data super easy.

• Pandas is incredibly powerful, and can easily read/writing data to/from spreadsheet or csv files.

• Pandas is your “backbone” for data analysis of all kinds.

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• Scipy is a module that provides many scientific computing functions for Python.

• Scipy.stats is the place where hundreds of statistical tests are stored.

• Scipy will become your go-to tool for doing any data science ESPECIALLY statistical analysis.

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• Scikit learn is python’s 1-stop-shop for machine learning!

• It is incredibly popular and can do anything!

1) Clustering

2) Classification

3) Regression

4) Anomaly Detection

5) Dimensionality Reduction

And MUCH More!

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Module Purpose Documentation

Pandas Data Storing Powerhouse http://pandas.pydata.org/pandas-docs/stable/

Scipy Scientific Functions for Python https://docs.scipy.org/doc/

Scikit-Learn Machine Learning For Python http://scikit-learn.org/stable/documentation.html

Numpy Precursor to Pandas https://docs.scipy.org/doc/numpy/reference/

statsmodels More Scientific Functions for Python.

http://statsmodels.sourceforge.net/stable/

matplotlib Allow you to plot graphs in Python http://matplotlib.org/contents.html

seaborn Makes it easier to plot graphs in Python.

http://seaborn.pydata.org/

Other Useful Python Packages

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Page 86: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
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Amazon

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Amazon

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• Top Tip:

kaggle.com

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Great...

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YOU YOUR circumstances.

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Page 97: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Or

Law #4: The Law of Personalisation

Employment Freelance

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• Employment is where you take a full (or part) time job at a company

Pros:• Consistent Income• Colleagues to Learn From• Structured Career Progression

Cons:• Less Control Over Your Future• Less Freedom Over Your Day• Relatively Fixed Income

Employment

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Indeed.comGlassdoor.comCareerbuilder.comDice.comIdealist.org (For internships)LinkedIn.comMonster.com

Specific Company Websites

Sites to Find Jobs

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• Freelance Work is where you acquire clients for yourself and complete work for them on a project-by-project basis.

Pros:• You’re the boss• Choose who you work with• Set your own standards• Can Work Internationally using

Internet

Cons:• Less Security• Highly dependent on market fluctuations• Competition on Freelance Platforms

Freelance

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Upwork.comFiverr.comPeopleperhour.comFreelancer.com

Set up your own website

Sites to Find Freelance Work

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Even if you want to get an employed job, get on as many freelance sites as you can!

You can start pitching for jobs and projects and then add them to your CV!

This is actually how a lot of Data Scientists get started! :D

Super Ninja Tip!

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So far did we do a good job with just part 1 that even if you left this room right now… (but don’t) you could use some of our advice to accelerate your path into data science starting Right now?

Let me know in the chat by typing Yes (or no)

So let me ask you…

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“ I Love Data Science Launch! You guys make it all so easy! I thought to myself there is NO WAY it’s that Easy!

Its amazing work you guys are doing and I can’t wait to start working with clients.”

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2 Training Courses

How to analyse Data Using the 5 Families of Machine Learning Techniques.

The Step by Step Proven Process for Analysing Data Perfectly Every Time Using Statistics

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• Our complete Step-by-Step System for statistical analysis.

• Designed to take you by the hand (as in step1, step2, step 3) to analyse data using statistical methods. No ambiguity or confusion.

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What exactly is it?

• 4 part step-by-step digital course that walks you through the process of analysing data using statistical methods.

• Full 1080p HD Video with theory and practice lectures so nothing is left out (7 hours of valuable content)

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What exactly is it?

• 5 Part course that walks you each of the 5 families of Machine Learning Algorithms, showing you the most important algorithms from each!

• Practicals and Theory Lectures + Projects for you to try out!

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$497 Value

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Bonus #1

•Preparation Checklist + Roadmaps

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The Statistical Analysis Preparation Checklist

• It has 8 Simple questions in it that you will answer using the videos in part 1 of the course.

• The answers to these questions determine the properties of your data.

• The properties of your data will inform which statistical test you need to run to analyse it.

• This guide will walk you though this process so you don’t miss anything and will match perfectly with the course

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The Test Selector Roadmaps

• Once you know your data’s properties you need to select the correct test.

• There are hundreds of statistical tests and memorising the use-case for all of them is a nightmare!

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The Test Selector Roadmaps

• So what you do instead is use the roadmaps!

• The roadmaps are sets of Yes or No questions about your data’s properties.

• “Does it have property X, Yes or No?”

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The Test Selector Roadmaps

• Use the checklist to answer them!

• This will show you the exact tests you need to run

• No need to memorise all the tests.

• Just use the roadmaps, watch the appropriate video and you’re done!

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$497 Value

$297 Value

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Bonus #2

• Code Swipes

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$497 Value

$297 Value

$197

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Bonus #3

• The Professional Report Template

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$497 Value

$297 Value

$197

$97 Value

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Bonus #4

•Epic Project Pack

•PROJECT BASED LEARNING

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Page 123: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 124: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 125: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 126: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 127: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 128: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 129: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 130: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 133: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 134: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 136: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 137: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Here is What to do now

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Page 138: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Scroll Down + Click Here

Page 139: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Step 3: Create an Account

Page 140: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Not Done Yet ;)

Page 141: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 142: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Step 5: Enjoy!

Page 143: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Inside the Course

Page 144: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Inside the Course

Page 145: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 146: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 147: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

want to work with You.

Page 148: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 149: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 150: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 151: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 152: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 153: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

communication skills

Page 154: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

amazing at analysing datacan’t explain the results

Page 155: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

LOVE

Page 156: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 157: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 158: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 159: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 160: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 161: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 162: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

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Page 163: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Here is What to do now

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Page 164: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Scroll Down + Click Here

Page 165: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Step 3: Create an Account

Page 166: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Not Done Yet ;)

Page 167: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing
Page 168: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Step 5: Enjoy!

Page 169: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Inside the Course

Page 170: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing

Inside the Course

Page 171: How to Become a Data Scientist - Amazon S3 · reading, storing and manipulating large quantities of data super easy. •Pandas is incredibly powerful, and can easily read/writing