Code_Tutorials
http://www.cs.cornell.edu/courses/cs4787/2019sp/
Intro to Algorithms: https://www.cs.cmu.edu/~ckingsf/class/02713/lectures/ Intro to Optimization: https://laurentlessard.com/teaching/524-intro-to-optimization/ Common statistical tests and linear models: https://lindeloev.github.io/tests-as-linear/ Basic DS Steps https://github.com/WillKoehrsen/Data-Analysis/blob/master/statistical_significance/multiple_comparisons.ipynb https://github.com/WillKoehrsen/Data-Analysis/blob/master/pairplots/Pair%20Plots.ipynb https://github.com/WillKoehrsen/Data-Analysis/blob/master/univariate_dist/Histogram%20and%20Density%20Plot.ipynb Empirical Cumulative Distribution Function https://github.com/WillKoehrsen/Data-Analysis/blob/master/distributions/ECDF%20Plot%20Development.ipynb https://github.com/WillKoehrsen/Data-Analysis/blob/master/data-science-tips/validate-merges.ipynb https://towardsdatascience.com/understanding-logistic-regression-step-by-step-704a78be7e0a https://nbviewer.jupyter.org/github/pmaji/data-science-toolkit/tree/master/ https://towardsdatascience.com/multiple-linear-regression-in-four-lines-of-code-b8ba26192e84 Mimicking the Browser tryhow_css_device_smartphone howto_css_browser_window.asp howto_css_bg_gradient_scroll.asp howto_js_scroll_indicator.asp Offline-for-pwa ub.io/spectrogram/ https://github.com/borismus/spectrogram Creative-coding-using-the-microphone-to-make-sound-reactive-art-part1 https://github.com/borismus/sonicnet.js https://developers.google.com/web/updates/2019/02/rendering-on-the-web https://developers.google.com/web/updates/2019/01/emscripten-npm https://developers.google.com/web/updates/2018/07/pwacompat https://developers.google.com/web/updates/2018/06/a2hs-updates https://developers.google.com/web/updates/2018/12/badging-api https://developers.google.com/web/updates/2018/11/writable-files https://developers.google.com/web/updates/2019/06/nic75 https://developers.google.com/web/fundamentals/app-install-banners/promoting-install-mobile
Research Center : https://chmpr.umbc.edu/people/faculty/
Research Center : http://esnet.cs.umbc.edu/publications.php
Research Center : https://www.csee.umbc.edu/research/research-labs/
Research Center : https://www.csee.umbc.edu/~hillol/DKD/ddm_research.html
Research : https://www.csee.umbc.edu/~hillol/DDMBIB/ddmbib_html/DDMBIB.htm
Research : https://www.csee.umbc.edu/~hillol/Kargupta/pubs.html /Abstracts.htm
Research : https://ebiquity.umbc.edu/research/
~~~~~~~~~~~ Guidebooks Glossarys
- Math Glossary https://glossary.informs.org
- http://deeplearningpatterns.com/doku.php?id=overview
- http://www.deeplearningbook.org/
- https://developers.google.com/machine-learning/rules-of-ml/
Chapter Book : Handbook of Ambient Intelligence and Smart Environments
Chapter Book : https://otexts.org/fpp2/
Chapter Book : http://www.gaussianprocess.org/gpml/chapters/
https://pages.ucsd.edu/~rlevy/pmsl_textbook/chapters/
DataSciHandbookOriely
Sci-Kit Learn User https://scikit-learn.org/stable/user_guide.html
PythonDataScienceHandbook
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/
https://ocw.mit.edu/courses/institute-for-data-systems-and-society/
http://www.cs.cornell.edu/home/kleinber/networks-book/
https://developers.google.com/machine-learning/glossary/#bias https://developers.google.com/machine-learning/crash-course/ml-intro
https://dlmf.nist.gov/
Clustering-on-mixed-type-data A-list-of-artificial-intelligence-tools-you-can-use-today-for-personal-use http://stanford.edu/class/ee103/visualizations/kmeans/kmeans.html
Essential-data-skills-supply-and-demand-on-the-job-market
The-art-of-effective-visualization-of-multi-dimensional-data
~~~~ Misc Introductory Material
A-lay-persons-guide-to-the-algorithm-jungle
A-tour-of-machine-learning-algorithms
how-a-kalman-filter-works-in-pictures/
Understanding-LSTMs
obitko.com/tutorials/genetic-algorithms/encoding.php
You-can-do-it-in-sql
basics-of-python
Introduction-to-probability-and-statistics-spring-2014
http://www.asimovinstitute.org/neural-network-zoo/
https://www.arduino.cc/reference/en/language/variables/data-types/string/functions/toint/
~~~~ Auto ML
Tpot-machine-learning-python
https://autokeras.com/start/
Pca-using-python-scikit-learn
Auto-Sci Kit learn Manual: https://automl.github.io/auto-sklearn/master/manual.html
https://www.fast.ai/2018/07/12/auto-ml-1/#steps
https://www.fast.ai/2018/07/16/auto-ml2/#auto-ml
~~~~ EDA
exploratory-data-analysis-with-python-pandas-seaborn-and-scikit-learn
Descriptive-statistics-for-data-science
Exploratory-data-analysis-python
Data-exploration-with-python-part-1
Music-genre-classification-with-python
Using-3d-visualizations-to-tune-hyperparameters-of-ml-models-with-python
all-your-matplotlib-questions-answered
~~~~ Build It!
how-to-build-a-neuron-exploring-ai-in-javascript-pt-2
medium.com/javascript-scene/how-to-build-a-neuron-exploring-ai-in-javascript-pt-1
Unsupervised-learning-with-python
Looking-for-a-house-build-a-web-scraper-to-help-you
I-was-looking-for-a-house-so-i-built-a-web-scraper-in-python-part-ii-eda
Master-python-through-building-real-world-applications-part-1
Master-python-through-building-real-world-applications-part-2
How-to-build-a-market-simulator-using-markov-chains-and-python
~~~~ Probability
When-bayes-ockham-and-shannon-come-together-to-define-machine-learning
Estimating-probabilities-with-bayesian-modeling-in-python
bayes-classifier-with-maximum-likelihood-estimation
Probability-concepts-explained-maximum-likelihood-estimation
Bayesian_learning
How-does-lda-work-ill-explain-using-emoji
The-complete-guide-for-topics-extraction-with-lda-latent-dirichlet-allocation-in-python
Light-on-math-machine-learning-intuitive-guide-to-latent-dirichlet-allocation
pymc.io/GLM-hierarchical
Latent-variables
Chapter1_Introduction/Ch1_Introduction_PyMC3
https://stanford.edu/~shervine/teaching/cme-102/
https://stanford.edu/~shervine/teaching/cme-106/
https://stanford.edu/~shervine/teaching/cs-221/cheatsheet-states-models
https://stanford.edu/~shervine/teaching/cs-229/
https://stanford.edu/~shervine/teaching/cs-230/
https://www.microsoft.com/en-us/research/project/tuva-richard-feynman/?from=http%3A%2F%2Fresearch.microsoft.com%2Fapps%2Ftools%2Ftuva%2Findex.html
https://www.alanwatts.org/
https://courses.csail.mit.edu/6.851/
https://newonlinecourses.science.psu.edu/stat510/node/47/
https://abseil.io/resources/swe-book/html/toc.html
https://support.google.com/tagmanager/answer/6106716
https://developers.google.com/u/me?utm_source=developers.google.com
https://wordpress.org/plugins/duracelltomi-google-tag-manager/
https://developers.google.com/analytics/devguides/collection/analyticsjs/how-analyticsjs-works
http://www.ganotes.com/track-add-cart-events-google-analytics-google-tag-manager/
https://support.google.com/tagmanager/answer/6106716
https://developers.google.com/analytics/devguides/collection/analyticsjs/events
https://developers.google.com/analytics/devguides/collection/analyticsjs/command-queue-reference#send
https://www.hotjar.com/google-analytics/glossary/bounces/
nodejs express - https://www.youtube.com/watch?v=Oe421EPjeBE
nextjs - https://www.youtube.com/watch?v=KjY94sAKLlw
react router -https://www.youtube.com/watch?v=nDGA3km5He4
typescript - https://www.youtube.com/watch?v=30LWjhZzg50
webhooks - https://www.youtube.com/watch?v=41NOoEz3Tzc
three minecraft - https://www.youtube.com/watch?v=qpOZup_3P_A
d3 - https://www.youtube.com/watch?v=xkBheRZTkaw
AR - https://www.youtube.com/watch?v=WzfDo2Wpxks
microtransactions - https://www.youtube.com/watch?v=XwzcrhhyDkc
stripe node - https://www.youtube.com/watch?v=Kbauf9IgsC4
strip rest - https://www.youtube.com/watch?v=WbMUHSL2xpY
aws stripe - https://www.youtube.com/watch?v=JgwI22y_eFA
svg - https://www.youtube.com/watch?v=4laPOtTRteI
C++ oop - https://www.youtube.com/watch?v=wN0x9eZLix4
c++ - https://www.youtube.com/watch?v=8jLOx1hD3_o
tf lite - https://www.youtube.com/watch?v=OJnaBhCixng
penntest - https://www.youtube.com/watch?v=X4eRbHgRawI
java mongodb - https://www.youtube.com/watch?v=5PdEmeopJVQ
.net api - https://www.youtube.com/watch?v=4RKuyp_bOhY
latex - https://www.youtube.com/watch?v=ydOTMQC7np0
http networking - https://www.youtube.com/watch?v=2JYT5f2isg4
microservice
flask cloud mysql -> https://www.youtube.com/watch?v=yBDHkveJUf4
django rest - https://www.youtube.com/watch?v=tujhGdn1EMI
devops prereq - https://www.youtube.com/watch?v=Wvf0mBNGjXY
postgres - express -https://www.youtube.com/watch?v=ldYcgPKEZC8
python backend - https://www.youtube.com/watch?v=jBzwzrDvZ18
aws - https://www.youtube.com/watch?v=3hLmDS179YE
redis - https://www.youtube.com/watch?v=XCsS_NVAa1g
elastic search - https://www.youtube.com/watch?v=DR-zJXxtefE
django flask - https://www.youtube.com/watch?v=0iB5IPoTDts
serverless fns - https://www.youtube.com/watch?v=DiwS9VTMFv0
devops course - https://www.youtube.com/watch?v=j5Zsa_eOXeY
pyspark - https://www.youtube.com/watch?v=_C8kWso4ne4
infra as code - https://www.youtube.com/watch?v=EtEb40LE5zQ
kubernetes - https://www.youtube.com/watch?v=hmkF77F9TLw
jenkins docker - https://www.youtube.com/watch?v=f4idgaq2VqA
aws serverless - https://www.youtube.com/watch?v=zHcef4eHOc8
taxes - https://www.youtube.com/watch?v=l8HB14TBzs8
entrepreneurship - https://www.youtube.com/watch?v=UEngvxZ11sw