Master API Testing using Postman | Postman Tutorial 2023 | KodeKloud 39 minutes
https://www.youtube.com/watch?v=1Gn7SG-LoLM
Postman Beginners Crash Course - Part 1 | API Testing | Introduction | Postman GUI | HTTP Requests, SDET-QA automation 1/7
https://www.youtube.com/watch?v=1Gn7SG-LoLM
Tutorials point
https://www.tutorialspoint.com/postman/postman_introduction.htm
Postman Beginner's Course - API Testing 2 hours
freecodecamp
https://www.youtube.com/watch?v=VywxIQ2ZXw4
API design and best practices
API Stylebook Design Guidelines
http://apistylebook.com/design/guidelines/
OpenAPI
OpenAPI Best Practices
https://learn.openapis.org/best-practices
The OpenAPI Specification Explained
https://learn.openapis.org/specification/
REST APIs made easy, sudoCODE 1/9
https://www.youtube.com/watch?v=ST8XxjOTIsg&list=PLTCrU9sGybupzS5-3iYTsYUI1emBDKdHu
Master API Testing using Postman | Postman Tutorial 2023 | KodeKloud
https://www.youtube.com/watch?v=1Gn7SG-LoLM
Postman Beginner's Course - API Testing fcc 2 hours
https://www.youtube.com/watch?v=VywxIQ2ZXw4
Postman Beginners Crash Course - Part 1 | API Testing | Introduction | Postman GUI | HTTP Requests
SDET- QA Automation Techie 1 / 7
https://www.youtube.com/watch?v=95NBave0W_k&list=PLUDwpEzHYYLt3kLIHDLVjdnmJw7BDvVdE
How to Use Postman for Beginners ? | Super Easy ! 21 minutes
https://www.youtube.com/watch?v=PdIwggNFVw0
Design a REST API
How to design an REST Api
https://dev.to/ruppysuppy/7-free-public-apis-you-will-love-as-a-developer-166p
How to Build an API: a Comprehensive Guide, MindK
https://www.mindk.com/blog/how-to-build-an-api/
How to Design a REST API
https://restfulapi.net/rest-api-design-tutorial-with-example/
How to Design a REST API
https://restfulapi.net/rest-api-design-tutorial-with-example/
Create a REST API
https://happycoding.io/tutorials/java-server/rest-api
How to Create an API in Three Steps
https://blog.stoplight.io/how-to-create-an-api-in-three-steps
Public APIs
Most Popular APIs this year
https://www.postman.com/explore/most-popular-apis-this-year
A collective list of APIs. Build.
Public APIs Developers Can Use in Their Projects
https://www.freecodecamp.org/news/public-apis-for-developers/
The Public APIs List, a curated list for the public web Apis
https://apislist.com/
16 great web APIs to use in web development
https://www.educative.io/blog/great-web-apis-for-web-development
7 Free Public APIs you will love as a developer
https://dev.to/ruppysuppy/7-free-public-apis-you-will-love-as-a-developer-166p
Python As Fast as Possible Learn Python in 75 Minutes Tech With Tim
https://www.youtube.com/watch?v=VchuKL44s6E&ab_channel=TechWithTim
Python Tutorial Beginners Tech with Tim, 1/20,
https://www.youtube.com/playlist?list=PLzMcBGfZo4-mFu00qxl0a67RhjjZj3jXm
Python 101: Learn the 5 Must-Know Concepts, Tech With Tim
https://www.youtube.com/watch?v=mMv6OSuitWw
Every Python Function Explained Tech With Tim
https://www.youtube.com/watch?v=NYktbp1WFS8&list=PLzMcBGfZo4-lOXGKoV-sIPKD7MOuHp3_Q
Python Classes & Objects Tutorial
Tech With Tim 1 / 6
https://www.youtube.com/watch?v=v_Jp11xqCzg&list=PLzMcBGfZo4-l1MqB1zoYfqzlj_HH-ZzXt
Python Object Oriented Programming (OOP) - For Beginners
https://www.youtube.com/watch?v=JeznW_7DlB0
Intermediate Python Tutorials
Tech With Tim 1 / 8
https://www.youtube.com/watch?v=0VdzZQdaZ28&list=PLzMcBGfZo4-nhWva-6OVh1yKWHBs4o_tv
Expert Python Tutorials
Tech With Tim 1 / 6
https://www.youtube.com/watch?v=mclfteWlT2Q&list=PLzMcBGfZo4-kwmIcMDdXSuy_wSqtU-xDP
Learn Programming By Example
https://www.learnbyexample.org/
Learn Python by Examples¶
https://python-by-examples.readthedocs.io/en/latest/
Tutorials Python for Beginners
https://www.pythonforbeginners.com/
99 Python examples
https://www.pythonforbeginners.com/
Python for Everybody - Full University Python Course, freecodecamp
https://www.youtube.com/watch?v=8DvywoWv6fI
Onlinetutorialspoint
https://www.onlinetutorialspoint.com/python
Google's Python Class
https://developers.google.com/edu/python
APIs
APIs for Beginners 2023 - How to use an API (Full Course / Tutorial), freecodecamp 3 hrs
https://www.youtube.com/watch?v=WXsD0ZgxjRw
REST API Crash Course - Introduction + Full Python API Tutorial 1 hr
https://www.youtube.com/watch?v=qbLc5a9jdXo
API Essentials, ibm, 1/15
https://www.youtube.com/watch?v=hWRRdICvMNs&list=PLOspHqNVtKAAAq9pHWlEiRUVcYMCcu4X0
Jupyter Notebook Complete Beginner Guide 2023 - From Jupyter to Jupyterlab, Google Colab and Kaggle!
https://www.youtube.com/watch?v=5pf0_bpNbkw
Google Colab Tutorial | Python | Jupyter Notebook : Google Colaboratory, MyStudy, 1/9
https://www.youtube.com/watch?v=agj3AxNPDWU&list=PLA83b1JHN4ly56Y7o6vDAT8Szxc3_EdRH&index=1
Google Colab Introduction. Colab Tutorial. Colab for Beginners. Colab Explained.
https://www.youtube.com/watch?v=g0xu9DA4gDw
Google Colab Tutorial | Python | Jupyter Notebook : Google Colaboratory, MyStudy, 1/9
https://www.youtube.com/watch?v=agj3AxNPDWU&list=PLA83b1JHN4ly56Y7o6vDAT8Szxc3_EdRH&index=1
Google Colab Introduction. Colab Tutorial. Colab for Beginners. Colab Explained.
https://www.youtube.com/watch?v=g0xu9DA4gDw
Introduction to Python and Google CoLab for Data Science and Machine Learning, JeffHeaton
https://www.youtube.com/watch?v=pNyZUrOQSrE
Get started with Google Colaboratory (Colab) Tutorial for Beginners
https://www.youtube.com/watch?v=LevQ4efYieU
Google Colab Tutorial for Beginners | Get Started with Google Colab
https://www.youtube.com/watch?v=RLYoEyIHL6A
Python 3.11 Tutorial
https://docs.python.org/3.11/tutorial/index.html
The Python Language Reference, v3.9
https://docs.python.org/3.9/contents.html
https://docs.python.org/3/reference/index.html#reference-index
The Python Standard Library, v 3.9
https://docs.python.org/3/library/
The Python Documentation
The Python Tutorial
https://docs.python.org/3/tutorial/
Built-in Functions
https://docs.python.org/3/library/functions.html
The Python Wiki
https://wiki.python.org/moin/FrontPage
Python Programmer
https://www.youtube.com/watch?v=eTxyviU0Ddo&ab_channel=PythonProgrammer
Tutorials
Machine Learning Tutorial Python
Learn from ML experts at Google
Google: Introduction to Machine Learning
https://developers.google.com/machine-learning/crash-course/ml-intro
Udacity: Intro to Machine Learning
https://www.udacity.com/course/intro-to-machine-learning--ud120
Free course Intro to TensorFlow for Deep Learning
Udacity by TensorFLow
https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187
Python Tutorial
https://www.w3resource.com/python/python-tutorial.php
Google's Python Class
https://developers.google.com/edu/python
Machine Learning, Stanford, Professor Ng
https://www.coursera.org/learn/machine-learning/home/welcome
AI for everyone, Professor Ng Intro course
https://www.coursera.org/learn/ai-for-everyone/home/week/1
Andrew Ng, Video Lectures
http://videolectures.net/andrew_ng/
Deep Learning Quick Guide, Medium, Free Code Camp
The complete Android Application Development Course,Android Developer (1 / 126)
Learn Android in 9 Hours Edureka
https://www.youtube.com/watch?v=aS__9RbCyHg
Android Development Course, 11.5 hours Meicode.org
https://www.youtube.com/watch?v=fis26HvvDII
Udacity Intro ML 1/494
Deep Learning Nanodegree, Siraj 1/34
Introduction To Machine Learning: All You Need To Know About Machine Learning
https://www.edureka.co/blog/introduction-to-machine-learning/
Machine Learning Tutorial for Beginners
https://www.edureka.co/blog/machine-learning-tutorial/
Guru99 ML Tutorial
https://www.guru99.com/machine-learning-tutorial.html
Python Tutorial, Beginners Book
Pythonic
Learning Scientific Programming with Python
Python Tutorials, Corey Schafer, 1/143
Data Science Tutorials
https://www.youtube.com/c/RVideoTutorials/playlists
Python Like You Mean It
https://www.pythonlikeyoumeanit.com/index.html
Pythonic Coding Style
https://docs.python-guide.org/writing/style/
Powerful Python One-Liners
https://wiki.python.org/moin/Powerful%20Python%20One-Liners
Awesome Pythonic One-Liners Explained
https://dev.to/devmount/10-awesome-pythonic-one-liners-explained-3doc
Powerful One-Liner Python codes, Geeks for Geeks
https://www.geeksforgeeks.org/powerful-one-liner-python-codes/
Hichhikers guide to pythonic coding
https://docs.python-guide.org/writing/style/
Pythonic Way of Writing Code
https://www.askpython.com/python/examples/pythonic-way-of-coding
Writing Great Python Code
https://docs.python-guide.org/
Python Tips, PYnative
Welcome to Intermediate and Advanced Software
https://intermediate-and-advanced-software-carpentry.readthedocs.io/en/latest/index.html
Python Programming/Idioms, Wikibooks
https://en.wikibooks.org/wiki/Python_Programming/Idioms
Think Python, Green tea press
http://greenteapress.com/thinkpython/thinkpython.pdf
A Whirlwind Tour of Python
https://jakevdp.github.io/WhirlwindTourOfPython/
22 Python Tricks
https://www.informit.com/articles/article.aspx?p=2979063&seqNum=2
String Formatting
Python String Format Cookbook
https://mkaz.blog/code/python-string-format-cookbook/
Python f-string tutorial, ZetCode
http://zetcode.com/python/fstring/
Python Style Guides
Google Python Style Guide
https://google.github.io/styleguide/pyguide.html
Style Guide for Python
https://www.python.org/dev/peps/pep-0008/
Android Tutorials
Android Tutorial, Tutorialspoint
https://www.tutorialspoint.com/android/index.htm
Android dev tutorials, Vogella
https://www.vogella.com/tutorials/android.html
Android Studio Tutorial, Javatpoint
https://www.javatpoint.com/android-tutorial
Quick Tutorials
Android app dev 15 hours
Python 4.5 hours FreeCodeCamp
https://www.youtube.com/watch?v=rfscVS0vtbw
Android basics 11 hours Meisam
https://www.youtube.com/watch?v=fis26HvvDII
Intro ML tutorial with examples
Python Tutorial For Beginners | Python Crash Course - Python Programming Language Tutorial | Edureka
1:25 hours
https://www.youtube.com/watch?v=jJkEc9d1Rwg&ab_channel=edureka%21
Python 3 Crash Course: Learn Python 3 in 1 hour.
fast paced 1 hour
https://www.youtube.com/watch?v=DcEfZeR71qg&ab_channel=CodingForEverybody
Python Tutorial for Beginners - Crash Course 2020 | Build a Game with Python
2 hours
https://www.youtube.com/watch?v=kDdTgxv2Vv0&ab_channel=Academind
Debugging
5 Things You're Doing Wrong When Programming in Python
5 Common Python Mistakes and How to Fix Them
Bayes Theorem
The Bayesian Trap, Veritasium
https://www.youtube.com/watch?v=R13BD8qKeTg&ab_channel=CupofCode01
Bayes Theorem, 3Blue1Brown
https://www.youtube.com/watch?v=HZGCoVF3YvM&ab_channel=3Blue1Brown
Bayes Theorem Six Sigma
https://www.youtube.com/watch?v=bUI8ovd07uI&ab_channel=SixSigmaProSMART
Bayes' Theorem Example: Surprising False Positives
https://www.youtube.com/watch?v=HaYbxQC61pw&ab_channel=Dr.TreforBazett
What is Bayes's theorem and how can it be used to assign probabilities? Scientific American, December 2006
Bayes's Theorem: What's the Big Deal? Scientific American, January 2016, by John Horgan
Intro to Conditional Probability
https://www.youtube.com/watch?v=ibINrxJLvlM&ab_channel=Dr.TreforBazett
Fundamentals: Bayes' Theorem, Wireless Philosophy
Bayes' Theorem Definition, Investopedia
Bayes: How one equation changed the way I think, Julia Galef
Conditional probability explained visually (Bayes' Theorem)
Bayes’ Rule for Clinicians: An Introduction
Sensitivity, Specificity, Accuracy, Associated Confidence Interval, Health Care and Life Sciences
Bayesian Statistics explained to Beginners, AnalyticsVidhya
An Introduction to Bayes' Rule, Kevin deLaplante
Frequentism
Are you Bayesian or Frequentist?, Cassie Kozyrkov, Head of Decision Intelligence at Google
Krish Naik
https://www.youtube.com/user/krishnaik06/playlists
Expert in Python, Krish Naik
Tutorial 47- Bayes' Theorem| Conditional Probability- Machine Learning
https://www.youtube.com/watch?v=71oNiqPoKD8&ab_channel=KrishNaik
ML Algorithms
Oreilly Unsupervised Learning and Algos
101 Machine Learning Algorithms for Data Science with Cheat Sheets
https://www.r-bloggers.com/101-machine-learning-algorithms-for-data-science-with-cheat-sheets/
Density-based spatial clustering of applications with noise (DBSCAN)
https://en.wikipedia.org/wiki/DBSCAN
An Introduction to Machine Learning Algorithms
https://www.datascience.com/blog/introduction-to-machine-learning-algorithms
10 Machine Learning Algorithms You need to Know
https://towardsdatascience.com/10-machine-learning-algorithms-you-need-to-know-77fb0055fe0
10 Machine Learning Algorithms You Should Know to Become a Data Scientist
https://dzone.com/articles/ten-machine-learning-algorithms-you-should-know-to
Review of Deep Learning Algorithms for Image Classification
Top 10 Machine Learning Algorithms for Beginners
https://www.dataquest.io/blog/top-10-machine-learning-algorithms-for-beginners/
Machine Learning Algorithms: Which One to Choose for Your Problem
https://blog.statsbot.co/machine-learning-algorithms-183cc73197c
Introduction to built-in algorithms Google Cloud
A Tour of Machine Learning Algorithms
https://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
Machine Learning Algorithms
https://www.edureka.co/blog/machine-learning-algorithms/
Machine Learning Algorithms Edureka
https://www.youtube.com/watch?v=Up6KLx3m2ww
Machine Learning Algorithms 1/17
https://www.youtube.com/watch?v=NUXdtN1W1FE&list=PLEiEAq2VkUULNa6MHQAZSOBxzB6HHFXj4
Machine Learning Algorithms | Machine Learning Tutorial | Data Science Algorithms | Simplilearn
https://www.youtube.com/watch?v=I7NrVwm3apg
Machine Learning Algorithms in Python (With Demo) | Edureka 1 / 38
https://www.youtube.com/watch?v=VCJdg7YBbAQ&list=PL9ooVrP1hQOEPjeOixXeBo1qFaVQRdivC
Commonly used Machine Learning Algorithms with Python, Vidhya
https://www.analyticsvidhya.com/blog/2017/09/common-machine-learning-algorithms/
Outline of machine learning, wikipedia
https://en.wikipedia.org/wiki/Outline_of_machine_learning
Commonly used Machine Learning Algorithms with Python, Vidhya
https://www.analyticsvidhya.com/blog/2017/09/common-machine-learning-algorithms/
Outline of machine learning, wikipedia
https://en.wikipedia.org/wiki/Outline_of_machine_learning
The 10 Algorithms Machine Learning Engineers Need to Know, KDnuggets
https://www.kdnuggets.com/2016/08/10-algorithms-machine-learning-engineers.html
ML Algorithms Performance
Evaluation of binary classifiers, Wikipedia
ML Algorithms Interpretability
Explain ML Algorithms, KDnuggets
KDnuggets
ML Practical
How I Became a Machine Learning Expert in 10 Months
https://www.analyticsvidhya.com/blog/2018/07/mystory-became-a-machine-learning-expert-10-months/
Practical Machine Learning Basics, Kaggle Titanic competition
https://towardsdatascience.com/practical-machine-learning-basics-5d81a22f188
https://www.kaggle.com/c/titanic
https://www.kaggle.com/alexisbcook/titanic-tutorial
Learning Path
https://www.analyticsvidhya.com/learning-path-learn-machine-learning/
PathMind
https://pathmind.com/wiki/machine-learning-algorithms
AI WIki: Glossary and Algorithms
ML and Android Apps
Machine learning for mobile developers
https://developers.google.com/ml-kit/
ML Kit for Firebase
https://firebase.google.com/docs/ml-kit/
Google Adds AI Capabilities for Android Developers
https://adtmag.com/articles/2018/05/10/google-ai-android.aspx
ML Kit Android Tutorial
https://codelabs.developers.google.com/codelabs/mlkit-android-custom-model/#0
Google’s ML Kit offers easy machine learning APIs for Android and iOS
Building TensorFlow on Android
https://www.tensorflow.org/lite/tfmobile/android_build
How to Implement Machine Learning in Your Apps
https://www.credera.com/blog/credera-site/how-to-implement-machine-learning-in-your-apps/
Best Machine Learning Applications: Ideas for Mobile Apps
https://codetiburon.com/best-machine-learning-applications-mobile-apps/
Android TensorFlow Lite Machine Learning Example
https://medium.com/mindorks/android-tensorflow-lite-machine-learning-example-b06ca29226b6
Using TensorFlow on Android : Step by step code explanation
https://proandroiddev.com/using-tensorflow-in-android-step-by-step-code-explanation-fee36c281f32
Linux
101 Bash Commands
https://dev.to/awwsmm/101-bash-commands-and-tips-for-beginners-to-experts-30je
TensorFlow
Get Started with TensorFlow
https://www.tensorflow.org/tutorials/
TensorFlow Foundations playlist (1-9)
https://www.youtube.com/watch?v=_Z9TRANg4c0&list=PLOU2XLYxmsII9mzQ-Xxug4l2o04JBrkLV
TensorFlow Tutorial For Beginners
https://www.datacamp.com/community/tutorials/tensorflow-tutorial
Learning to use tensorflow
https://medium.com/notes-on-learning/quora-learning-to-use-tensorflow-f2ede86abbfd
Get Started with TensorFlow
https://www.tensorflow.org/tutorials/
Tensorflow for absolute beginners
https://towardsdatascience.com/tensorflow-for-absolute-beginners-28c1544fb0d6
Applying TensorFlow in Android in 4 steps
TensorFlow resources and free courses
https://www.tensorflow.org/resources/learn-ml
TensorFlow 1/42 Natural Language Processing
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvwLbzbnKJ59NkZvQAW9wLbx
Computer Vision
A Year in Computer Vision, The M Tank
http://www.themtank.org/a-year-in-computer-vision
Intellij for Android
https://www.youtube.com/results?search_query=android+intellij
Getting Started
https://www.jetbrains.com/help/idea/getting-started-with-android-development.html
General
Portal:Artificial intelligence
https://en.wikipedia.org/wiki/Portal:Artificial_intelligence
Portal:Machine learning
https://en.wikipedia.org/wiki/Portal:Machine_learning
Toward Data Science
https://towardsdatascience.com/
Machine Learning An Algorithmic Perspective
https://seat.massey.ac.nz/personal/s.r.marsland/MLBook.html
Machine-Learning / Data Mining
https://github.com/josephmisiti/awesome-machine-learning/blob/master/books.md
Mathworks: What Is Machine Learning?
https://www.mathworks.com/discovery/machine-learning.html
Machine Learning For Humans
https://medium.com/machine-learning-for-humans
Stack Overflow
Stackoverflow
Difference between classification and clustering in data mining?
Slice Notation, Stackoverflow
Github
TensorFlow Github Android examples
Supercharging Android Apps With TensorFlow
http://jalammar.github.io/Supercharging-android-apps-using-tensorflow/
Mastering Markdown
https://guides.github.com/features/mastering-markdown/
Github website example
https://bonn0062.github.io/anne_bonner/
Getting Started with Git and GitHub: the complete beginner’s guide.
https://towardsdatascience.com/getting-started-with-git-and-github-6fcd0f2d4ac6
GitHub Pages
Create a website for free with GitHub Pages
https://towardsdatascience.com/how-to-create-a-free-github-pages-website-53743d7524e1
Glossaries
Machine Learning Terminology, KDnuggets
Glossary of artificial intelligence
https://en.wikipedia.org/wiki/Glossary_of_artificial_intelligence
AI Glossary
https://deepai.org/definitions
Artificial Intelligence, Analytics Insights, Glossary
Science: AI Glossary
https://science.sciencemag.org/content/357/6346/19
https://developers.google.com/android/for-all/vocab-words
https://source.android.com/setup/start/glossary
https://developers.google.com/machine-learning/glossary
https://ml-cheatsheet.readthedocs.io/en/latest/glossary.html
ML News
Artificial Intelligence News
https://www.artificialintelligence-news.com/
TechCrunch: AI
https://techcrunch.com/artificial-intelligence-2/
Google AI
Cloud AI products
https://cloud.google.com/products/ai/
Google Cloud Platform
Learn TensorFlow and deep learning
https://cloud.google.com/blog/products/gcp/learn-tensorflow-and-deep-learning-without-a-phd
Amazon AI
Overview of Amazon Web Services AI
Machine Learning on AWS
https://aws.amazon.com/machine-learning/
Data Sets
The 50 Best Free Datasets for Machine Learning
https://gengo.ai/datasets/the-50-best-free-datasets-for-machine-learning/
Magazines
Digitalist Magazine
https://www.digitalistmag.com/
TensorFlow Playground
https://playground.tensorflow.org/
Google Crash Course
Google Cloud with TF Playground
https://cloud.google.com/blog/products/gcp/understanding-neural-networks-with-tensorflow-playground
TensorFlow Playground, Javatpoint
https://www.javatpoint.com/tensorflow-playground
Miscellaneous
Google Cloud Platform (1-42)
https://www.youtube.com/watch?v=HcqpanDadyQ&list=PLIivdWyY5sqJxnwJhe3etaK7utrBiPBQ2
Weights & Biases
https://www.youtube.com/channel/UCBp3w4DCEC64FZr4k9ROxig
What’s the difference between a matrix and a tensor?
https://medium.com/@quantumsteinke/whats-the-difference-between-a-matrix-and-a-tensor-4505fbdc576c
Deep Learning MIT Press book
http://www.deeplearningbook.org/
Build with AI
Machine Learning Crash Course
https://developers.google.com/machine-learning/crash-course
Google ML prerequisites
Google ML Crash Course Prerequisites
Completed Introduction to Machine Learning Problem Framing or have equivalent knowledge.
https://developers.google.com/machine-learning/problem-framing
Completed Machine Learning Crash Course or have equivalent knowledge.
https://developers.google.com/machine-learning/crash-course/
Completed Data Preparation and Feature Engineering or have equivalent knowledge.
https://developers.google.com/machine-learning/data-prep/
Basic knowledge of data distributions, such as Gaussian and power law distributions.
https://wikipedia.org/wiki/Normal_distribution
https://wikipedia.org/wiki/Power_law
Welcome to colaboratory
https://colab.research.google.com/notebooks/intro.ipynb
Basic operations in Colaboratory notebook, Maxim Ziatdinov
Welcome to Google Colab: Tricks and Tweaks, Analytics Vidhya
https://medium.com/analytics-vidhya/welcome-to-google-colab-tricks-and-tweaks-6eb7e9b6578
Get started with Google Colaboratory, 1/6
Top 7 useful Jupyter Notebook/Colab Terminal commands
https://buomsoo-kim.github.io/colab/2020/05/21/Colab-terminal-commands.md/
Google Colab - What is Google Colab?
https://www.tutorialspoint.com/google_colab/what_is_google_colab.htm
How to work with Google Colab efficiently?
https://stackoverflow.com/questions/62025009/how-to-work-with-google-colab-efficiently
Google Colab Tutorial+
https://www.tutorialspoint.com/google_colab/index.htm
Google Colab for Machine Learning and Deep Learning, Analytics Vidhya+
https://www.analyticsvidhya.com/blog/2020/03/google-colab-machine-learning-deep-learning/
How to use Google Colab
https://www.geeksforgeeks.org/how-to-use-google-colab/?ref=lbp
Learn Python with Google Colab - A Step to Machine Learning, Udemy+
https://www.udemy.com/course/learn-python-with-google-colab-a-step-to-machine-learning/
Jupyter Notebooks and Google Colab
https://www.datasciencecentral.com/profiles/blogs/all-about-using-jupyter-notebooks-and-google-colab
Python, Jupyter Notebook, Data Camp
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Jupyter_Notebook_Cheat_Sheet.pdf
TensorFlow Tutorials
https://www.tensorflow.org/tutorials
TensorFlow Blog
https://blog.tensorflow.org/2018/05/colab-easy-way-to-learn-and-use-tensorflow.html
How To Use Colab
https://www.kdnuggets.com/2018/02/google-colab-free-gpu-tutorial-tensorflow-keras-pytorch.html
A Complete guide to Google Colab for Deep Learning, KDnuggets
Create your first machine learning modelwith Colab, Rod msmendes
TensorFlow, Keras and deep learning without a PhD
https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist/#0
Benefits of Colab
https://www.kdnuggets.com/2020/06/google-colab-deep-learning.html
Getting Started With Google Colab
https://towardsdatascience.com/getting-started-with-google-colab-f2fff97f594c
Superpower Your Jupyter Notebook with Google Colab
https://towardsdatascience.com/superpower-your-google-colab-720d54dd6a06
TensorFlow 2.0 Crash Course
https://www.youtube.com/watch?v=6g4O5UOH304
Guide to Colab deep learning
https://www.kdnuggets.com/2020/06/google-colab-deep-learning.html
Google Colaboratory Notebook Tutorial, playlist 1/52
How to use Google Colab
https://www.geeksforgeeks.org/how-to-use-google-colab/
Welcome to Google Colab: Tricks and Tweaks (Part 1/2/3)
https://medium.com/analytics-vidhya/welcome-to-google-colab-tricks-and-tweaks-6eb7e9b65787
https://medium.com/analytics-vidhya/welcome-to-google-colab-tricks-and-tweaks-part-2-54cef0cc7d2
https://medium.com/analytics-vidhya/welcome-to-google-colab-tricks-and-tweaks-part-3-25ea3b28a84f
Load Colab data from drive or github, KDnuggets
https://www.kdnuggets.com/2020/06/google-colab-deep-learning.html
Getting started with colab, Toward data science
https://towardsdatascience.com/getting-started-with-google-colab-f2fff97f594c
Jupyter Notebook
Jupyter Notebook Tutorial: The Definitive Guide, Data Camp
Jupyter Notebook Tutorial
https://www.dataquest.io/blog/jupyter-notebook-tutorial/
Jupyter Notebook Tutorial: Introduction, Corey Schafer
Jupyter notebook examples, Kaggle
https://www.kaggle.com/kernels
The Jupyter Notebook
https://jupyter-notebook.readthedocs.io/en/stable/notebook.html
Complete Intro to Jupyter Series
https://www.freecodecamp.org/news/complete-intro-to-jupyter-series-video/
Why Jupyter is data scientists’ computational notebook of choice
https://www.nature.com/articles/d41586-018-07196-1
Jupyter Notebook: An Introduction
https://realpython.com/jupyter-notebook-introduction/
Beginner’s Guide to Jupyter Notebooks, Medium
Jupyter Notebook Tutorial: The Definitive Guide, Data Camp
Jupyter Notebook Examples
A gallery of interesting Jupyter Notebooks
Example NB ML Irises
Exploratory data analysis in Python
Coding problems and solutions
https://www.youtube.com/results?search_query=coding+problems+and+solutions
Amazon Interview Questions GeeksforGeeks
https://www.youtube.com/watch?v=il_t1WVLNxk&list=PLqM7alHXFySGqCvcwfqqMrteqWukz9ZoE
HackerRank | Algorithms | Solutions 1/47 playlist
https://www.youtube.com/watch?v=1UZUQho55lY&list=PLemeZalBFxyksl-mluKVrckFX8qgLoLhJ
HackerRank Solutions | Problem Solving 1/41 playlist
https://www.youtube.com/watch?v=U_5l038GR5I&list=PLSIpQf0NbcCltzNFrOJkQ4J4AAjW3TSmA
Think Like a Programmer: Introduction 1/104 playlist
https://www.youtube.com/watch?v=YgzpqlF54lo&list=PLcr1-V2ySv4TiAm4cqzS3corkJl_QCl5H
How to solve coding interview problems Techlead
https://www.youtube.com/watch?v=dIrS31CCITM
Leet Code Problems
Leetcode problems
https://leetcode.com/problemset/all/
LeetCode Solutions 1/174
https://www.youtube.com/watch?v=U6-X_QOwPcs&list=PLU_sdQYzUj2keVENTP0a5rdykRSgg9Wp-
LeetCode Coding Interview Questions 1/99
https://www.youtube.com/watch?v=o8S2bO3pmO4&list=PLi9RQVmJD2fYXgBAUfaN5MXgYPUTbzqeb
Michael Muinos Leet code
https://www.youtube.com/channel/UC6B6UMcP7tdlE6NxkAha3tA
Kevin Naughton
https://www.youtube.com/channel/UCKvwPt6BifPP54yzH99ff1g
Java Interview Coding Challenges, Java Brains, 1 / 10
Introduction to algorithms Abdul Bari Playlist 1-84
https://www.youtube.com/watch?v=0IAPZzGSbME&list=PLDN4rrl48XKpZkf03iYFl-O29szjTrs_O
Algorithms Leet code no time/space complexity
https://algorithms.tutorialhorizon.com/
Coding problems, byte by byte, Playlists
Hackerrank solutions 1/141
HackerRank Solutions [Optimal Approach] 1/45
HackerRank Solutions, 1/64, Nick White
Java
Telusko 1/186
https://www.youtube.com/watch?v=WOUpjal8ee4&list=PLsyeobzWxl7oZ-fxDYkOToURHhMuWD1BK
Derek Banas Java 1/94
https://www.youtube.com/watch?v=TBWX97e1E9g&list=PLE7E8B7F4856C9B19
Design Patterns Java
https://www.youtube.com/user/derekbanas/search?query=design+patterns
Online Books
IPython Cookbook, Second Edition
https://ipython-books.github.io/
Knowing Python to write faster code
https://ipython-books.github.io/51-knowing-python-to-write-faster-code/
Derek Banas
Python Programming in one video
Python Programming 3 in one video
Github
Github Tutorial
https://www.youtube.com/results?search_query=github+tutorial
Google Java Style Guide
https://google.github.io/styleguide/javaguide.html
Data Science
Learn Data Science Tutorial - Full Course
https://www.youtube.com/watch?v=ua-CiDNNj30&ab_channel=freeCodeCamp.org
Data Science Full Course - Learn Data Science in 10 Hours | Data Science For Beginners | Edureka
https://www.youtube.com/watch?v=-ETQ97mXXF0&ab_channel=edureka%21
https://towardsdatascience.com/introduction-to-machine-learning-for-beginners-eed6024fdb08
Edureka Data Science blogs
https://www.edureka.co/blog/what-is-data-science/
Data Analyst Requirements, Code Basics
Data Science, Bob Trenwith, 1/314
Excel
Excel: Technology for Teachers and Students, 1/97
Analysing and Visualising Data With Excel, Bob Trenwith, 1/17
Excel Tutorials for Data Analytics, ACADGILD 1/12
Why are you still using Excel? Python Programmer
Mathematics
Basic Linear Algebra for Deep Learning and Machine Learning Python Tutorial, Medium
Math Linear Algebra for Machine learning, Kaggle
Mathematics behind Machine Learning – The Core Concepts you Need to Know, Analytics Vidhya
Linear Algebra for Machine Learning: Critical Concepts, Why Learn Before ML
https://www.upgrad.com/blog/linear-algebra-for-machine-learning/
Online Statistics Education
http://onlinestatbook.com/2/index.html
https://www.onlinemathlearning.com/common-core-mathematics.html
https://betterexplained.com/articles/linear-algebra-guide/
http://www.math.com/school/glossary/glossindex.html
https://developers.google.com/machine-learning/crash-course/framing/ml-terminology
Probability search channel, Kevin deLaplante
Reasoning With Probabilities, Kevin deLaplante
Introduction to Linear Algebra Vectors, Math Sorcerer, 1/65
The Math Page
https://themathpage.com/index.html
Great Learning
Google Colab tutorial, Great Learning
https://www.mygreatlearning.com/blog/google-colab-tutorial/
Statistics for Data Science | Probability and Statistics | Statistics Tutorial
https://www.youtube.com/watch?v=Vfo5le26IhY&ab_channel=GreatLearning
ML python full course
https://www.youtube.com/watch?v=RnFGwxJwx-0
Stat full course
https://www.youtube.com/watch?v=Vfo5le26IhY
Topics in a Probability and Statistics Course, Mathworld
Calculus
Intro to Calculus 1/35
Discrete Mathematics
http://discrete.openmathbooks.org/dmoi2/sec_counting-combperm.html
Easy Permutations and Combinations
https://betterexplained.com/articles/easy-permutations-and-combinations/
Vectors
Vectors - Motion and Forces in Two Dimensions, The Physics Classroom
Math For ML
Basic Linear Algebra for Deep Learning
https://towardsdatascience.com/linear-algebra-for-deep-learning-f21d7e7d7f23
Statistics Crash Course
https://www.youtube.com/playlist?list=PL8dPuuaLjXtNM_Y-bUAhblSAdWRnmBUcr
StatQuest
https://www.youtube.com/user/joshstarmer/playlists
Intro - The Math of Intelligence, Siraj, 1-19
https://www.youtube.com/watch?v=xRJCOz3AfYY&list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D
Linear Algebra
10 Powerful Applications of Linear Algebra in Data Science
https://www.analyticsvidhya.com/blog/2019/07/10-applications-linear-algebra-data-science/
A comprehensive beginners guide to Linear Algebra for Data Scientists
https://www.analyticsvidhya.com/blog/2017/05/comprehensive-guide-to-linear-algebra/
Linear Algebra for Beginners | Linear algebra for machine learning
https://www.youtube.com/watch?v=kZwSqZuBMGg&ab_channel=Geek%27sLesson
Linear Algebra for Machine Learning
https://machinelearningmastery.com/linear-algebra-machine-learning/
Deep Learning Book
https://www.deeplearningbook.org/contents/linear_algebra.html
Basic matrix math
https://www.youtube.com/watch?v=MY5vt_l4xK8&list=PLQcPPNE9Jfphg9z4ADtsBUWVQDj7N0pwx
Mathematics for Machine Learning: Linear Algebra
https://www.youtube.com/watch?v=tVQZvJwi-ec
A First Course in Linear Algebra
http://linear.ups.edu/html/fcla.html
Elementary Probability and Statistics
https://www.analyzemath.com/statistics.html
Linear Algebra explained in the context of deep learning
https://towardsdatascience.com/linear-algebra-explained-in-the-context-of-deep-learning-8fcb8fca1494
Chapter 4: Vectors, Matrices, and Linear Algebra
https://web.stanford.edu/class/nbio228-01/handouts/Ch4_Linear_Algebra.pdf
Lecture 1 Linear Algebra MIT Open Course
Android Jetpack
Introducing Android Jetpack
https://www.youtube.com/watch?v=LmkKFCfmnhQ&list=PLWz5rJ2EKKc9mxIBd0DRw9gwXuQshgmn2
Getting started with Android Jetpack
https://developer.android.com/jetpack/docs/getting-started
Error Matrix For Evaluating Binary Classifiers
Making sense of the confusion matrix
https://www.youtube.com/watch?v=8Oog7TXHvFY
Sensitivity and specificity, Wikipedia
Receiver operating characteristic, Wikipedia
Sensitivity, Specificity, Accuracy, Associated Confidence Interval, Health Care and Life Sciences
Learning Python
Python 3.8.3 documentation
https://docs.python.org/3/tutorial/index.html
Python 3.8 language reference
https://docs.python.org/3/reference/
Python for beginners Play List 1-110
Telusko
Python Derek Banas 1/36
https://www.youtube.com/watch?v=nwjAHQERL08&list=PLGLfVvz_LVvTn3cK5e6LjhgGiSeVlIRwt
Essentials of Machine Learning Algorithms (with Python and R Codes)
https://www.analyticsvidhya.com/blog/2017/09/common-machine-learning-algorithms/
Python for Tensorflow?
Python Programming
https://developers.google.com/machine-learning/crash-course/prereqs-and-prework#python-programming
Python for Java Developers: Basics
https://medium.com/nestedif/cheatsheet-python-for-java-developers-98f75c94a1a
Python for Java on github
PySchools Python Quick Reference Guide
http://doc.pyschools.com/html/index.html
Python quick reference
https://www.dataschool.io/python-quick-reference/
Machine learning in 15 hours of expert videos
https://www.dataschool.io/15-hours-of-expert-machine-learning-videos/
Introduction to Deep Learning with TensorFlow
https://pythonprogramming.net/tensorflow-introduction-machine-learning-tutorial/e
Machine Learning using Python
https://www.w3schools.com/python/python_ml_getting_started.asp
Programming challenges Starting out with Python 1/152 playlist
https://www.youtube.com/watch?v=O8UIQIyNgkQ&list=PLGFLoZ9w5xCMCvDnylUHIG16hkt90F0sc
Python Tutorial – A Comprehensive Guide to Learn Python Programming
https://www.edureka.co/blog/python-tutorial/
Python Tutorial
https://www.edureka.co/blog/videos/python-tutorial/
Python Tutorial For Beginners | Python Full Course
https://www.youtube.com/watch?v=vaysJAMDaZw
Object-Oriented Programming in Python vs Java
https://realpython.com/oop-in-python-vs-java/
The Python Tutorial
https://docs.python.org/3/tutorial/index.html
Python Primer for Java Developers
https://lobster1234.github.io/2017/05/25/python-java-primer/
MovingToPythonFromOtherLanguages
https://wiki.python.org/moin/MovingToPythonFromOtherLanguages
Why Python?
https://www.linuxjournal.com/article/3882
Python Tutorial
https://www.w3schools.com/python/default.asp
Python FAQs
https://docs.python.org/3/faq/general.html#why-was-python-created-in-the-first-place
Advanced Python
Learn Python
Python Tips
https://book.pythontips.com/en/latest/index.html
CS dojo playlists
Learn python, CS dojo 1/16
https://www.youtube.com/watch?v=bum_19loj9A
data structures and algorithms
Introduction to Big O Notation and Time Complexity
https://www.youtube.com/watch?v=D6xkbGLQesk
Data Science
Learn Python For Data Science Siraj Playlist 1-6
https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU
TensorFlow With Android App
A Guide to Running Tensorflow Models on Android, SIraj
Quantum Computing
Quantum computing for the very curious, by Andy Matuschak and Michael Nielsen
AI News
Artificial Intellegence News
https://artificialintelligence-news.com/
Google AI News
Google AI Blog
Microsoft Azure
Azure Machine Learning Algorithm and Module Reference, Microsoft
Oracle
Unsupervised Data Mining, Oracle
RDMS SQL
SQL Tutorial, W3schools
SQL Language Reference, Oracle
SQLite Database, for Android
SQL Tutorial for Beginners, Guru99
Relational Database, Wikipedia
New Links
AI with Python Tutorial, Tutorials Point
https://www.tutorialspoint.com/artificial_intelligence_with_python/index.htm
Machine Learning with Python Tutorial, Tutorials Point
https://www.tutorialspoint.com/machine_learning_with_python/index.htm
Android New Links
Android Full Course - Learn Android in 9 Hours Edureka
https://www.youtube.com/watch?v=aS__9RbCyHg&ab_channel=edureka%21
Android Development for Beginners - Full Course
https://www.youtube.com/watch?v=fis26HvvDII&ab_channel=freeCodeCamp.org
Educba Python tutorial and code examples
https://www.educba.com/software-development/software-development-tutorials/python-tutorial/
Data Structure and Algorithms Tutorial
https://www.tutorialspoint.com/data_structures_algorithms/index.htm
Grokking Algorithms
Aditya Bhargava
Intro to Artificial Intelligence, Udacity
https://www.udacity.com/course/intro-to-artificial-intelligence--cs271
Machine Learning Tutorial for Beginners
https://www.kaggle.com/kanncaa1/machine-learning-tutorial-for-beginners
https://www.kaggle.com/kanncaa1/data-sciencetutorial-for-beginners/
ML Articles
https://www.geeksforgeeks.org/ml-types-learning-supervised-learning/
Tutorials Teacher, Python Error Types
https://www.tutorialsteacher.com/python/error-types-in-python
AI Transformation Playbook, Andrew Ng
https://landing.ai/wp-content/uploads/2020/05/LandingAI_Transformation_Playbook_11-19.pdf
Stochastic Gradient Descent Algorithm With Python and NumPy
https://realpython.com/gradient-descent-algorithm-python/
Data Science using Python, Shubhendra Vyas
https://www.youtube.com/channel/UCGe2Q-fWpU9MoxcygLZ-R2A/playlists
Programiz, Learn Python Programming
https://www.programiz.com/python-programming
Python Tutorial, thispointer
Python 3 Notes, Pitt.edu
Net-informations, Python
http://net-informations.com/python/default.htm
ML From Scratch, Python Engineer
Machine Learning From Scratch,TechnoBotic
https://www.youtube.com/channel/UCuOT2b1Umrr0MittMzuxNcA/playlists
TechDifferences
https://techdifferences.com/difference-between-stack-and-queue.html
W3Resource
https://www.w3resource.com/index.php
Hands on ML 2e with Scikit Github Jupyter Notes
Google's Python Class
https://developers.google.com/edu/python
Learn Python
How to Learn Python in 21 Days?
https://www.geeksforgeeks.org/how-to-learn-python-in-21-days/
Learn Jupyter Notebooks
https://www.youtube.com/watch?v=Hr4yh1_4GlQ&ab_channel=MarkJay
Tech with Tim
Python Machine Learning Tutorials, Tech With Tim 1/12
Python Quick Tips, Tech With Tim 1/11
20 Python Tips and Tricks - Why We Love Python, Tech with Tim
15 Python Projects, Tech with Tim
https://www.youtube.com/watch?v=OXi4T58PwdM
Serrano Academy, Machine Learning
https://www.youtube.com/c/LuisSerrano/
Python Project Tutorial - Your First Python Project, Tech with Tim
https://www.youtube.com/watch?v=_ZqAVck-WeM
Python Machine Learning Tutorial #1 - Introduction, Tech with Tim 1/12
Programming with Mosh
https://www.youtube.com/c/programmingwithmosh/
Data Structures and Algorithms in Java, Mosh
Scikit User Guide
https://scikit-learn.org/stable/user_guide.html
Tech With Tim
Tech with Tim
https://www.youtube.com/playlist?list=PLHgr97kxrGa_I287CyOGAW8SWgQUgGsSh
Data Structures & Algorithms #1 - What Are Data Structures CS dojo
Data Structures: Balanced Parentheses in Expression 1/15 rank
https://www.youtube.com/watch?v=IhJGJG-9Dx8&list=PLI1t_8YX-Apv-UiRlnZwqqrRT8D1RhriX
Algorithms 1/15 rank
https://www.youtube.com/watch?v=KEEKn7Me-ms&list=PLI1t_8YX-ApvMthLj56t1Rf-Buio5Y8KL
Programming Brown University
https://papl.cs.brown.edu/2017/intro-tabular-data.html
Amazon Tabular Data, Machine Learning University 1 / 16
Machine Learning Foundations: Ep #1 - What is ML? Googe Developers 1/10
Machine Learning Recipes with Josh Gordon Google Developers 1 / 10
Facebook AI
Learning Python
https://docs.python-guide.org/intro/learning/
Real Python Tutorials
Learn Python Programming
Python tutorials for beginners
Learn Python Programming Step by Step
https://www.techbeamers.com/python-tutorial-step-by-step/
Think Python: How to Think Like a Computer Scientist
http://greenteapress.com/thinkpython/html/index.html
ML Algorithms, Simplilearn 1/17
Overview of the 10 Most Common ML Algorithms, AWS
Probability and Statistics Course Syllabus with links to topics
https://mathworld.wolfram.com/classroom/classes/ProbabilityandStatistics.html
Perceptron
Create a Simple Neural Network in Python, Polycode 1/2
https://medium.com/@thomascountz/19-line-line-by-line-python-perceptron-b6f113b161f3
KDnuggets more
How to understand Gradient Descent algorithm, KDnuggets
https://www.kdnuggets.com/2017/04/simple-understand-gradient-descent-algorithm.html
Close and Personal with Algorithms
https://www.kdnuggets.com/2017/03/dataiku-top-algorithms.html
A Concise Overview of Standard Model-fitting Methods, KDnuggets
https://www.kdnuggets.com/2016/05/concise-overview-model-fitting-methods.html
Data Science Minimum: 10 Essential Skills, KDnuggets
https://www.kdnuggets.com/2020/10/data-science-minimum-10-essential-skills.html
KDnuggets ML steps
https://www.kdnuggets.com/2018/05/general-approaches-machine-learning-process.html
Kaggle Python and ML free Courses
https://www.kaggle.com/learn/overview
Most Common Machine Learning Algorithms Explained in a Nutshell
Medium Machine Learning Algorithms For Beginners with Code Examples in Python
Key Machine Learning Algorithms Explained in Plain English, free code camp
Top 10 Machine Learning Algorithms for Beginners
https://www.kdnuggets.com/2017/10/top-10-machine-learning-algorithms-beginners.html
Gradient Descent
Gradient Descent For Machine Learning, machine learning mastery
https://machinelearningmastery.com/gradient-descent-for-machine-learning/
Python Libraries
Mastering Python (74 Blogs)
https://www.edureka.co/blog/python-libraries/
Top 10 Python Libraries You Must Know In 2021
https://www.edureka.co/blog/python-libraries/
15 Python Libraries for Data Science You Should Know
https://www.dataquest.io/blog/15-python-libraries-for-data-science/
Top 13 Python Libraries Every Data science Aspirant Must know
Top 10 Python Libraries For Data Science for 2021
https://www.simplilearn.com/top-python-libraries-for-data-science-article
Top 20 Python libraries for Data Science
https://bigdata-madesimple.com/top-20-python-libraries-for-data-science/
Top 20 Python libraries for Data Science
https://bigdata-madesimple.com/top-20-python-libraries-for-data-science/
Top 10 Python Libraries for Data Science in 2020
https://www.geeksforgeeks.org/top-10-python-libraries-for-data-science-in-2020/
Top 38 Python Libraries for Data Science, Data Visualization & Machine Learning, KDnuggets
8 Python Libraries for Data Scientists, QuickStart
https://www.quickstart.com/blog/8-essential-python-libraries-for-data-scientists/
TensorFlow
TensorFlow in Google Colaboratory
Keras
Keras Tutorial: Deep Learning in Python
https://www.datacamp.com/community/tutorials/deep-learning-python
Keras - Python Deep Learning Neural Network API, 1/43
NumPy
NumPy UltraQuick Tutorial, colab
scikit-learn
An introduction to machine learning with scikit-learn
https://scikit-learn.org/stable/tutorial/basic/tutorial.html
Matplotlib: Visualization with Python
https://matplotlib.org/index.html
Neural Networks
Introduction to Neural Networks - The Nature of Code
Intro to Deep Learning 1/42, Siraj
Artificial Intelligence - Neural Networks, tutorialspoint
Neural Networks and Deep Learning
http://neuralnetworksanddeeplearning.com/chap1.html
Introduction to Artificial Neutral Networks - GeeksforGeeks
https://www.geeksforgeeks.org/introduction-to-artificial-neutral-networks/
Neural Networks, 3blue1brown, 1/4
Basics of Neural Networks, Simplilearn
Neural Networks from Scratch with Python Code and Math in Detail, Medium
Main Types of Neural Networks, Medium
fast.ai
Lessons
https://course.fast.ai/videos/?lesson=1
Practical Deep Learning for Coders
Reinforcement Learning
Naive Bayes Classifier
An Attempt At Demystifying Bayesian Deep Learning, Eric J. Ma
Naive Bayes Classification using Scikit-learn, Data Camp
Role of Underscore in Python
Role of Underscore(_) in Python, Data Camp
ML Platforms
Amazon Machine Learning
https://docs.aws.amazon.com/machine-learning/latest/dg/what-is-amazon-machine-learning.html
Postman Beginner's Course - API Testing, freecodecamp, 2hrs
https://www.youtube.com/watch?v=VywxIQ2ZXw4&t=71s
Learn Postman in One Video (2023), programmingknowledge
https://www.youtube.com/watch?v=sX5ZKBsMYnE
Learn Postman in 15 Minutes
https://www.youtube.com/watch?v=ypKHnRmPOUk&t=11s
Git and GitHub: everything you need to know to join a team, Dev2Dev 35minutes
https://www.youtube.com/watch?v=asVGkEAvK9A
Learn REST APIs the EASY way with Postman, 17minutes
https://www.youtube.com/watch?v=TnUn_XLh2ps&t=37s
Postman Tutorial
https://www.javatpoint.com/postman
Why REST API is Important to Learn?
https://www.geeksforgeeks.org/why-rest-api-is-important-to-learn/
API Testing: What It Is, Why It’s Important & How to Do It
https://blog.hubspot.com/website/api-testing
How to Test and Play with Web APIs the Easy Way with Postman
https://www.freecodecamp.org/news/how-to-test-and-play-with-web-apis-the-easy-way-with-postman/
Postman Desktop vs Web App
https://www.youtube.com/watch?v=oE51iPLy7Vs
Web API Documentation 1/8
https://www.youtube.com/playlist?list=PLb__S-rkKheyQi3Bt2LJc1L72dddJOs7w
Postman Strengthens API Platform with Tools for API-First Developers, Businesses, Business Wire
Postman Tutorial – How to use for API Testing? Guru99
https://www.guru99.com/postman-tutorial.html
REST API Crash Course - Introduction + Full Python API Tutorial, Caleb Curry, 1 hour
https://www.youtube.com/watch?v=qbLc5a9jdXo
What is an API and how does it work? (In plain English), 7 minutes
https://www.youtube.com/watch?v=Yzx7ihtCGBs
What Is REST API? Examples And How To Use It: Crash Course System Design #3, byte go go 5 minutes
https://www.youtube.com/watch?v=-mN3VyJuCjM
Create A Python API in 12 Minutes, tech with tim, 12 minutes
https://www.youtube.com/watch?v=zsYIw6RXjfM&t=618s
Postman
Postman Launches New Web Client to Simplify API Development
Your Average Tech Bro
How To Use Postman In 2023 (Beginners Tutorial) 7 minutes
https://www.youtube.com/watch?v=wmz1sGZp814
Postman Launches New Web Client to Simplify API Development
Your Average Tech Bro
How To Use Postman In 2023 (Beginners Tutorial) 7 minutes
https://www.youtube.com/watch?v=wmz1sGZp814
Postman
Web Postman
How to Use Postman for Beginners ? | Super Easy ! 21 minutes
https://www.youtube.com/watch?v=PdIwggNFVw0
Learn Postman in 15 Minutes
https://www.youtube.com/watch?v=ypKHnRmPOUk
API Crash Course - Integrate, Build, & Sell an API
https://www.youtube.com/watch?v=FMJwaA2WMjc
How To Use Postman In 2023 (Beginners Tutorial)
https://www.youtube.com/watch?v=wmz1sGZp814
Postman Tutorial: How to Use Postman for API Testing
https://apidog.com/blog/how-to-use-postman-for-api-testing/
API essentials playlist, ibm 1/12
https://www.youtube.com/watch?v=hWRRdICvMNs&list=PLOspHqNVtKAAAq9pHWlEiRUVcYMCcu4X0
Postman Tutorial: How to Use Postman for API Testing
https://apidog.com/blog/how-to-use-postman-for-api-testing/
Postman API glossary
https://www.postman.com/api-glossary/
Postman API documentation
https://learning.postman.com/docs/developer/postman-api/intro-api/
Postman Beginner Tutorial 1 | What is Postman 2022 1 / 14
https://www.youtube.com/watch?v=cGn_LTFCif0&list=PLhW3qG5bs-L9P22XSnRe4suiWL4acXG-g
API documentation
How to Generate API Documentation in Postman, apidog
https://apidog.com/articles/how-to-gen/
Generating API documentation
https://learning.postman.com/docs/publishing-your-api/documenting-your-api/
API documentation
How to Generate API Documentation in Postman, apidog
https://apidog.com/articles/how-to-gen/
Generating API documentation
https://learning.postman.com/docs/publishing-your-api/documenting-your-api/
ibm apis
https://www.youtube.com/watch?v=hWRRdICvMNs&list=PLOspHqNVtKAAAq9pHWlEiRUVcYMCcu4X0
API Testing: What It Is, Why It’s Important & How to Do It
https://blog.hubspot.com/website/api-testing
Application Programming Interface: The Ultimate How-To Guide
https://blog.hubspot.com/website/application-programming-interface-api
How to use an API: A guide and tutorial for beginners
https://zapier.com/blog/how-to-use-api/
Python API Tutorial: Getting Started with APIs
https://www.dataquest.io/blog/python-api-tutorial/
Authorizing requests overview
https://learning.postman.com/docs/sending-requests/authorization/authorization/
Example public API
https://simple-books-api.glitch.me/books
Master API Testing using Postman | Postman Tutorial 2023 | KodeKloud
https://www.youtube.com/watch?v=1Gn7SG-LoLM
{JSON} Placeholder
https://jsonplaceholder.typicode.com/
JSON Placeholder API Tutorial | For Beginners
https://www.youtube.com/watch?v=ID_JjpbZrmU
GraphQL and REST API for Testing and Prototyping
Postman Beginners Crash Course - Part 1 | API Testing | Introduction | Postman GUI | HTTP Requests, SDET-QA automation 1/7
https://www.youtube.com/playlist?list=PLUDwpEzHYYLt3kLIHDLVjdnmJw7BDvVdE
Mcoding
25 nooby Python habits you need to ditch, mcoding
https://www.youtube.com/watch?v=qUeud6DvOWI
21 MORE nooby Python habits, mcoding
https://www.youtube.com/watch?v=E8NijUYfyus
Salting, peppering, and hashing passwords
https://www.youtube.com/watch?v=FvstbO787Qo
Magic Methods - Making Python builtins work with your classes, mcoding
https://www.youtube.com/watch?v=Zl-Vb1OIhCk
Using except: is a HUGE mistake, mcoding
https://www.youtube.com/watch?v=zrVfY9SuO64
Multiple Assignments in Python, mcoding
https://www.youtube.com/watch?v=ZjoZKXel618
Avoiding import loops in Python, mcoding
https://www.youtube.com/watch?v=UnKa_t-M_kM
Advanced Python
Top 10 Advance Python Concepts That You Must Know
https://www.geeksforgeeks.org/top-10-advance-python-concepts-that-you-must-know/
Python for Beginners, Programiz, 21 videos
https://www.youtube.com/@programizstudios/playlists
Python and ML tutorialsPatrick Loeber 21 videos
https://www.youtube.com/c/PythonEngineer
Socratia Learn Python 1/49
https://www.youtube.com/playlist?list=PLi01XoE8jYohWFPpC17Z-wWhPOSuh8Er-