I would like to present you the greatest ML/ DL/ AI Community. If you haven't heard about them, there are tons of:
- Datasets
- Notebooks (Jupyter)
- Free learning Courses with Certifications each lesson has its own Jupyter with Exercises
- Competitions where you can evaluate the accuracy of your model
- Discussions, FAQs etc.
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Intro to Programming (Python): some basics for beginners, consists of:
- Arithmetics and Variables
- Functions
- Data Types
- Conditions and Conditional Statements
- Intro to Lists
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Python Certification:
- Hello, Python!
- Functions and Getting Help
- Booleans and Conditionals
- Lists
- Loops and List Comprehensions
- Strings and Dictionaries
- Working with External Libraries
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Intro to Machine Learning (Python):
- How Models Work
- Basic Data Exploration
- Your First Machcine Learning Model
- Model Validation
- Underfitting and Overfitting
- Random Forests
- Machine Learning Competitions
- Pandas (Python):
- Creating, Reading, Writing
- Indexing, Selecting & Assigning
- Summary Functions and Maps
- Grouping and Sorting
- Data Types and Missing Values
- Renaming and Combining
Lots of free learning content, interactive, some video courses based on Jupyter Notebooks.
Great SQL and Databases content with lessons in GitPod with CodeRoad which is your coding guide.
Relational Database Certification
PostgreSQL Course using BASH:
✔️ Learn Bash by Building a Boilerplate - 170 interactive lessons (GitPod)
✔️ Learn Relational Databases by Building a Mario Database - 165 interactive lessons (GitPod)
✔️ Celestial Bodies Database - Project for Certification - Solution and DB dump is available on my GitHub
✔️ Learn Bash Scripting by Building Five Programs - 220 interactive lessons (GitPod)
✔️ Learn SQL by Building a Student Database - 280 interactive lessons (GitPod)
✔️ World Cup Database - Project for Certification - Solution and DB dump is available on my GitHub
✔️ Learn Advanced Bash by Building a Kitty Ipsum Translator - 140 interactive lessons (GitPod)
✔️ Learn Bash and SQL by Building a Bike Rental Shop - 210 interactive lessons (GitPod)
📈 Salon Appointment Scheduler - Project for Certification - under way
✔️ Learn Nano by Building a Castle - 40 interactive lessons (GitPod)
❌ Learn Git by Building an SQL Reference Object - 240 interactive lessons (GitPod)
❌ Periodic Table Database - Project for Certification
❌ Number Guessing Game - Project for Certification
Scientific Computing with Python Certification
Data Structures, Algorithms, Object Oriented Programming
✔️ Learn String Manipulation by Building a Cipher - 96 interactive lessons (Web Interpreter)
✔️ Learn How to Work with Numbers and Strings by Implementing the Luhn Algorithm - 35 interactive lessons
✔️ Learn Lambda Functions by Building an Expense Tracker - 44 interactive lessons (Web Interpreter)
✔️ Learn the Bisection Method by Finding the Square Root of a Number 21 interactive lessons (Web Interpreter)
✔️ Build an Arithmetic Formatter Project - Project for Certification - Solution available on my GitHub
✔️ Learn Regular Expressions by Building a Password Generator - 72 lessons like above
✔️ Learn Algorithm Design by Building a Shortest Path Algorithm - 59 lessons
✔️ Learn Recursion by Solving the Tower of Hanoi Puzzle - 55 lessons
📈 Build a Time Calculator Project - Project for Certification - under way
📈 Learn Classes and Objects by Building a Sudoku Solver - 78 lessons - under way
❌ Learn Tree Traversal by Building a Binary Search Tree - 62 lessons
❌ Build a Budget App Project - Project for Certification
❌ Learn Special Methods by Building a Vector Space - 77 lessons
❌ Build a Polygon Area Calculator Project - Project for Certification
❌ Build a Probability Calculator Project - Project for Certification