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jeyla380/README.md


Data Science

Python

Netflix League of Legends Binding of Isaac News Article Scraping Language Detection

Object-Oriented Programming

C++

Class Roster

Python

WGUPS Routing Program

Web Development

Los Angeles Mountains Lake Welding Services Life Outback Pizza Avenue ePortfolio
Guessing Game Little Boxes Galactic Lottery Tic Tac Toe The Maine
Twitter Site Bootstrap Quiz eCommerce SQL Form JavaScript Validation

Database Management

Jaunty Coffee Co. Data Analysis with DVD Rentals


🎀 Courses:

Data Scientist
  • Python Fundamentals
  • Data Acquisition
    • SQL (SQLite)
      • Aggregate Functions
      • Multiple Tables
      • Windows Functions
      • Date & Time
    • Web Scraping
      • BeautifulSoup
  • Data Manipulation
    • Lambda Functions
    • NumPy
    • Pandas
  • Data Tidying
    • Regular Expressions (Regex)
    • Exploratory Data Analysis
  • Summary Statistics
    • Variable Types
    • Quartiles, Quantiles, & Interquartile Range
    • Data Transformation
    • Assocation Between Variables
  • Hypothesis Testing
    • One Sample T-Tests
    • Binomial Tests
    • Associations
      • Two Sample T-Tests
      • ANOVA & Tukey Tests
      • Chi-Square Tests
    • A/B Testing
  • Data Visualization
    • Matplotlib
    • Seaborn
  • Build Chatbots with Python
  • Natural Language Processing
    • Text Preprocessing
      • Tokenization
      • Lemmatization
    • Bag-of-Words
    • Term Frequency-Inverse Document Frequency
    • Word Embeddings
      • Word2Vec
      • Gensim
  • Machine Learning
    • Supervised Learning
      • Distances (Euclidean, Manhattan, Hamming)
      • Linear Regression
      • Training Set vs. Test Set vs. Validation Set (train_test_split)
      • K-Nearest Neighbor Classifier & Regressor
        • Min-Max Normalization
        • Z-Score Normalization
      • Accuracy, Recall, Precision, F1 Score
      • Logistic Regression
        • Confusion Matrix
      • Bayes' Theorem
        • Conditional Probability
      • Naive Bayes Classifier
      • Support Vector Machines
      • Decision Trees
        • Weighted Information Gain
      • Random Forests
    • Unsupervised Learning
      • K-Means Clustering
        • K-Means++
  • Deep Learning
    • Scalars, Vectors, & Matrices
    • Tensors
      • Matrix Addition & Multiplication
      • Scalar Multiplication
      • Transpose
    • Neural Network Basics
    • C++
Full Stack Engineer
  • Creating Dev Environments
    • Bash
  • Web Development Fundamentals
    • HTML
    • CSS
  • JavaScript Syntax
    • Errors and Debugging
  • PHP
    • Form Handling
    • Form Validation
      • Regular Expressions (Regex)

Computer Science
  • Front-End Programming
    • XHTML & Internet Fundamentals
    • Web Programming
    • Advanced JavaScript & JSP
    • Web Design
  • Back-End Programming
    • Fundamentals of Programming (Java)
    • Java Frameworks (Spring Boot)
    • Scripting and Applications (C++)
    • Data Structures and Algorithms (Python)
  • Database Management
    • Database Applications (MySQL)
    • Data Analysis (PostgreSQL)
Visual Arts
  • Adobe Photoshop
  • Adobe InDesign

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