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Computer Science Adventures

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Python Programming
Python Programming
- Introduction to Python Programming
- Setting up a Development Environment
- Basic Python Concepts
  Basic Python Concepts
- Object Oriented Programming in Python
  Object Oriented Programming in Python
- File Input/Output (I/O) Operations
  File Input/Output (I/O) Operations
  - Course
  - I/O Operations exercices notebook
Algorithmic Thinking
Algorithmic Thinking
Linux
Linux
Maths
Maths
- Eléments de calcul différentiel
  Eléments de calcul différentiel
- Primitives et intégration
  Primitives et intégration
- Differential Equations
- Graph theory
  Graph theory
  - Graph Data Science Algorithms exercices
  - 🔐Graph Data Science Algorithms SOLUTION
Data Analysis tools in Python
Data Analysis tools in Python
Scraping
Scraping
Relational DBMS
Relational DBMS
- Introduction
  Introduction
  - Introduction to DBMS
  - What is a Relational DBMS
  - Basic Principals
    Basic Principals
    
    Tables & Keys
    
    SQL
- Installation
  Installation
  - Install MySQL on MacOS
  - Install MySQL with docker
- CRUD (Create, Read, Update, Delete) operations
  CRUD (Create, Read, Update, Delete) operations
- SQL Queries
  SQL Queries
  - Basic Queries
  - More Queries
- Build a company database from scratch
- Advanced SQL
  Advanced SQL
- Python and SQLAlchemy
  Python and SQLAlchemy
NoSQL DBMS
NoSQL DBMS
- Introduction NoSQL
- Redis
- MongoDB
- Neo4j
  Neo4j
- ELK Stack
  ELK Stack
Machine/Deep Learning
Machine/Deep Learning
- Machine Learning
  Machine Learning
  - Introduction
  - Evaluation Metrics 📈
  - Regressions
    Regressions
    
    Simple Linear Regression for salary prediction example
    
    Multiple Linear Regression for AirBnB prediction
    
    Regression Regularization Methods : Lasso & Ridge
    
    Polynomial Regression
    
    Logistics Regression for Titanic data
  - Trees 🌳
    Trees 🌳
    
    Classification and Regression Trees (CART)
    
    Random Forest for Fraud Detection
    
    RandomForest for Iris classification
    
    XGBoost for World Cup Winner prediction
  - Clustering 📊
    Clustering 📊
    
    PCA & t-SNE
    
    PCA on 🇫🇷 Automobile
    
    K-Means
    
    DBSCAN
    
    DBSCAN for Uber 🚕
    
    Hierarchical Clustering
  - SVM
  - Bayesian naive classification
  - Image classification with KNN and PCA
- Deep Learning
  Deep Learning
NLP
NLP
Audio
Audio
Serverless
Serverless
Computer Vision
Computer Vision
Networking basics
Networking basics
Restful API
Restful API
- API Introduction
CI/CD
CI/CD
Docker for App Deployment
Docker for App Deployment
MLOps
MLOps
Web - Mobile
Web - Mobile
- Dart Introduction
Lifestyle
Lifestyle
- Stay Focus

Notebook graph intro ML solution

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