From 42df8305b6d4d577b5f530191177aa93059091d7 Mon Sep 17 00:00:00 2001 From: Remi Igbekele Date: Fri, 5 Mar 2021 17:06:18 +0100 Subject: [PATCH] Mini Edits --- images/datascience.svg | 2 +- images/datascience.xml | 10 +++++----- images/fundamentals.svg | 2 +- images/fundamentals.xml | 6 +++--- images/intro.svg | 2 +- images/intro.xml | 16 ++++++++-------- 6 files changed, 19 insertions(+), 19 deletions(-) diff --git a/images/datascience.svg b/images/datascience.svg index dab5f3d..23c9cb0 100644 --- a/images/datascience.svg +++ b/images/datascience.svg @@ -1,3 +1,3 @@ -

Data Scientist

Data Scientist
Probability Theory
Probability Theory
Probability distribution
Probability distribution
Randomness, random variable and...Conditional probability and...
(Statistical) independence
(Statistical) independence
iid
iid
cdf, pdf, pmf
cdf, pdf, pmf
Continuous distributions (pdf's)
Continuous distributions (pd...
Cumulative distribution function (cdf)
Cumulative distribution function (cd...
Probability density function (pdf)
Probability density function (pdf)
Probability mass function (pmf)
Probability mass function (pmf)
Normal / Gaussian
Normal / Gaussian
Uniform (continuous)
Uniform (continuous)
Beta
Beta
Dirichlet
Dirichlet
Exponential
Exponential
Uniform (discrete)
Uniform (discrete)
Discrete distributions (pmf's)
Discrete distributions (pmf'...
 χ2 (chi-squared)
 χ2 (chi-squared)
Binomial
Binomial
Multinomial
Multinomial
Hypergeometric
Hypergeometric
Poisson
Poisson
Expectation and mean
Important Laws
Important Laws
Summary statistics
Summary statistics
Estimation
Estimation
Hypothesis Testing
Hypothesis Testing
Confidence Interval (CI)%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CUserObject%20label%3D%22Important%20Laws%22%20id%3D%222%22%3E%3CmxCell%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22360%22%20y%3D%22740%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2FUserObject%3E%3C%2Froot%3E%3C%2FmxGraphModel%3E
Confidence Interval (CI)%3Cm...
Monte Carlo Method
Monte Carlo Method
Geometric
Geometric
Variance and standard deviation (...Covariance and correlationMedian, quartile
Interquartile range
Interquartile range
Percentile / quantile
Mode
Mode
Law of large numbers (LLN)
Law of large numbers (LLN)
Central limit theorem (CLT)
Central limit theorem (CL...
Maximum Likelihood Estimation (MLE)
Maximum Likelihood Estimation (ML...
Kernel Density Estimation (KDE)
Kernel Density Estimation (KDE)
p-Value
p-Value
Chi2 test
Chi2 test
F-test
F-test
t-test
t-test
Statistics
Statistics
Chart Suggestions thought starter
Chart Suggestions thought st...
Python
Python
Matplotlib
Matplotlib
plotnine (like ggplot in R)
plotnine (like ggplot in...
Vega-Lite
Vega-Lite
D3.js
D3.js
Tableau
Tableau
Dash
Dash
Visualization
Visualization

Machine Learning

Machine Learning
Web
Web
Dashboards
Dashboards
BI
BI
PowerBI
PowerBI
seaborn
seaborn
ipyvolume (3D data)
ipyvolume (3D data)
streamlit
streamlit
Bokeh
Bokeh
Viewer does not support full SVG 1.1
\ No newline at end of file +

Data Scientist

Data Scientist
Probability Theory
Probability Theory
Probability distribution
Probability distribution
Randomness, random variable and...Conditional probability and...
(Statistical) independence
(Statistical) independence
iid
iid
cdf, pdf, pmf
cdf, pdf, pmf
Continuous distributions (pdf's)
Continuous distributions (pd...
Cumulative distribution function (cdf)
Cumulative distribution function (cd...
Probability density function (pdf)
Probability density function (pdf)
Probability mass function (pmf)
Probability mass function (pmf)
Normal / Gaussian
Normal / Gaussian
Uniform (continuous)
Uniform (continuous)
Beta
Beta
Dirichlet
Dirichlet
Exponential
Exponential
Uniform (discrete)
Uniform (discrete)
Discrete distributions (pmf's)
Discrete distributions (pmf'...
 χ2 (chi-squared)
 χ2 (chi-squared)
Binomial
Binomial
Multinomial
Multinomial
Hypergeometric
Hypergeometric
Poisson
Poisson
Expectation and mean
Important Laws
Important Laws
Summary statistics
Summary statistics
Estimation
Estimation
Hypothesis Testing
Hypothesis Testing
Confidence Interval (CI)%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CUserObject%20label%3D%22Important%20Laws%22%20id%3D%222%22%3E%3CmxCell%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22360%22%20y%3D%22740%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2FUserObject%3E%3C%2Froot%3E%3C%2FmxGraphModel%3E
Confidence Interval (CI)%3Cm...
Monte Carlo Method
Monte Carlo Method
Geometric
Geometric
Variance and standard deviation (...Covariance and correlationMedian, quartile
Interquartile range
Interquartile range
Percentile / quantile
Mode
Mode
Law of large numbers (LLN)
Law of large numbers (LLN)
Central limit theorem (CLT)
Central limit theorem (CL...
Maximum Likelihood Estimation (MLE)
Maximum Likelihood Estimation (ML...
Kernel Density Estimation (KDE)
Kernel Density Estimation (KDE)
p-Value
p-Value
Chi2 test
Chi2 test
F-test
F-test
t-test
t-test
Statistics
Statistics
Chart Suggestions thought starter
Chart Suggestions thought st...
Python
Python
Matplotlib
Matplotlib
plotnine (like ggplot in R)
plotnine (like ggplot in...
Vega-Lite
Vega-Lite
D3.js
D3.js
Tableau
Tableau
Dash
Dash
Visualization
Visualization

Machine Learning

Machine Learning
Web
Web
Dashboards
Dashboards
BI
BI
PowerBI
PowerBI
seaborn
seaborn
ipyvolume (3D data)
ipyvolume (3D data)
streamlit
streamlit
Bokeh
Bokeh
Viewer does not support full SVG 1.1
\ No newline at end of file diff --git a/images/datascience.xml b/images/datascience.xml index 9de4eb7..fb8bb62 100644 --- a/images/datascience.xml +++ b/images/datascience.xml @@ -1,11 +1,11 @@ - + - + - + @@ -23,7 +23,7 @@ - + @@ -571,7 +571,7 @@ - + diff --git a/images/fundamentals.svg b/images/fundamentals.svg index 299e94d..8f37bfb 100644 --- a/images/fundamentals.svg +++ b/images/fundamentals.svg @@ -1,3 +1,3 @@ -

Fundamentals

Fundamentals
Matrices & Linear Algebra Fundamentals
Matrices & Linear Algebra Fu...
Database Basics
Database Basics
Relational vs. non-relational databases
Relational vs. non-relational databases
SQL + Joins (Inner, Outer, Cross, Theta Join)
SQL + Joins (Inner, Outer, Cross, Thet...
NoSQL
NoSQL
Tabular Data
Tabular Data
Data Frames & Series%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CmxCell%20id%3D%222%22%20value%3D%22Tabular%20Data%22%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22170%22%20y%3D%22350%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2Froot%3E%3C%2FmxGraphModel%3E
Data Frames & Series%3CmxGra...
Extract, Transform, Load (ETL)
Extract, Transform, Load (ET...
Reporting vs BI vs Analytics
Reporting vs BI vs Analytics
Data Formats
Data Formats
JSON
JSON
XML
XML
Regular Expressions (RegEx)
Regular Expressions (RegEx)
Python Basics
Python Basics
Important libraries
Important libraries
Virtual Environments
Virtual Environments
Expressions
Expressions
Variables
Variables
Data Structures
Data Structures
Functions
Functions
Install packages (via pip, conda or similar)
Install packages (via pip, conda or si...
Codestyle, e.g. PEP8
Codestyle, e.g. PEP8
Numpy
Numpy
Pandas
Pandas
Basics
Basics
Python   Programming
Python   Programming
Exploratory Data Analysis /
Data Munging / - Wrangling
Exploratory Data Analysis /...
Dimensionality & Numerosity...
Normalization
Normalization
Data Scrubbing,
Handling Missing Values
Data Scrubbing,...
Unbiased Estimators
Unbiased Estimators
Binning sparse values
Binning sparse values
Feature Extraction
Feature Extraction
Denoising
Denoising
Sampling
Sampling
Principal Component Analysis (PCA)
Principal Component Analysis...
CSV
CSV
Awesome Public Datasets
Awesome Public Datasets
Kaggle
Kaggle
Jupyter Notebooks / Lab
Jupyter Notebooks / Lab
Data Sources
Data Sources
Some boxes link to additional resources
Some boxes link to additional reso...
Interactive version on
i.am.ai/roadmap

Interactive version on...
Data Scientist
Data Scientist
Data Engineer
Data Engineer
Data Mining
Data Mining
Web Scraping
Web Scraping
Viewer does not support full SVG 1.1
\ No newline at end of file +

Fundamentals

Fundamentals
Matrices & Linear Algebra Fundamentals
Matrices & Linear Algebra Fu...
Database Basics
Database Basics
Relational vs. non-relational databases
Relational vs. non-relational databases
SQL + Joins (Inner, Outer, Cross, Theta Join)
SQL + Joins (Inner, Outer, Cross, Thet...
NoSQL
NoSQL
Tabular Data
Tabular Data
Data Frames & Series%3CmxGraphModel%3E%3Croot%3E%3CmxCell%20id%3D%220%22%2F%3E%3CmxCell%20id%3D%221%22%20parent%3D%220%22%2F%3E%3CmxCell%20id%3D%222%22%20value%3D%22Tabular%20Data%22%20style%3D%22rounded%3D1%3BwhiteSpace%3Dwrap%3Bhtml%3D1%3B%22%20vertex%3D%221%22%20parent%3D%221%22%3E%3CmxGeometry%20x%3D%22170%22%20y%3D%22350%22%20width%3D%22170%22%20height%3D%2230%22%20as%3D%22geometry%22%2F%3E%3C%2FmxCell%3E%3C%2Froot%3E%3C%2FmxGraphModel%3E
Data Frames & Series%3CmxGra...
Extract, Transform, Load (ETL)
Extract, Transform, Load (ET...
Reporting vs BI vs Analytics
Reporting vs BI vs Analytics
Data Formats
Data Formats
JSON
JSON
XML
XML
Regular Expressions (RegEx)
Regular Expressions (RegEx)
Python Basics
Python Basics
Important libraries
Important libraries
Virtual Environments
Virtual Environments
Expressions
Expressions
Variables
Variables
Data Structures
Data Structures
Functions
Functions
Install packages (via pip, conda or similar)
Install packages (via pip, conda or si...
Codestyle, e.g. PEP8
Codestyle, e.g. PEP8
Numpy
Numpy
Pandas
Pandas
Basics
Basics
Python   Programming
Python   Programming
Exploratory Data Analysis /
Data Munging / - Wrangling
Exploratory Data Analysis /...
Dimensionality & Numerosity...
Normalization
Normalization
Data Scrubbing,
Handling Missing Values
Data Scrubbing,...
Unbiased Estimators
Unbiased Estimators
Binning sparse values
Binning sparse values
Feature Extraction
Feature Extraction
Denoising
Denoising
Sampling
Sampling
Principal Component Analysis (PCA)
Principal Component Analysis...
CSV
CSV
Awesome Public Datasets
Awesome Public Datasets
Kaggle
Kaggle
Jupyter Notebooks / Lab
Jupyter Notebooks / Lab
Data Sources
Data Sources
Some boxes link to additional resources
Some boxes link to additional reso...
Interactive version on
i.am.ai/roadmap

Interactive version on...
Data Scientist
Data Scientist
Data Engineer
Data Engineer
Data Mining
Data Mining
Web Scraping
Web Scraping
Viewer does not support full SVG 1.1
\ No newline at end of file diff --git a/images/fundamentals.xml b/images/fundamentals.xml index 87eaab9..9fa8921 100644 --- a/images/fundamentals.xml +++ b/images/fundamentals.xml @@ -1,7 +1,7 @@ - + - + @@ -27,7 +27,7 @@
- + diff --git a/images/intro.svg b/images/intro.svg index 42e8a11..b1ddb78 100644 --- a/images/intro.svg +++ b/images/intro.svg @@ -1,3 +1,3 @@ -
GIT - Version Control
GIT - Version Control
Papers With Code
Papers With Code
Personal Recommendation!
Personal Recommendation!
Available Options
Available Options
Data Scientist
Data Scientist
Big Data Engineer
Big Data Engineer
Machine Learning
Machine Learning
Deep Learning
Deep Learning
Data Engineer
Data Engineer
Required for any path
Required for any path
AI Expert in 2021
AI Expert in 2021
Choose your path
Choose your path
Legend
Legend
Semantic Versioning
Semantic Versioning
Keep a Changelog
Keep a Changelog
Fundamentals
Fundamentals
Viewer does not support full SVG 1.1
\ No newline at end of file +
GIT - Version Control
GIT - Version Control
Papers With Code
Papers With Code
Personal Recommendation!
Personal Recommendation!
Available Options
Available Options
Data Scientist
Data Scientist
Big Data Engineer
Big Data Engineer
Machine Learning
Machine Learning
Deep Learning
Deep Learning
Data Engineer
Data Engineer
Required for any path
Required for any path
AI Expert in 2021
AI Expert in 2021
Choose your path
Choose your path
Legend
Legend
Semantic Versioning
Semantic Versioning
Keep a Changelog
Keep a Changelog
Fundamentals
Fundamentals
Viewer does not support full SVG 1.1
\ No newline at end of file diff --git a/images/intro.xml b/images/intro.xml index ca79150..18dc1d0 100644 --- a/images/intro.xml +++ b/images/intro.xml @@ -1,7 +1,7 @@ - + - + @@ -26,7 +26,7 @@ - + @@ -37,17 +37,17 @@ - + - + - + @@ -69,7 +69,7 @@
- + @@ -114,7 +114,7 @@
- +