index.md

• Data Extraction

  • API
  • Web Scraping

• Data Pipelines

  • Airflow

• DevOps

  • FastAPI
  • Containers

• Data Science & Machine Learning

  • Basics

    • Lab: Data Splits - Train/Valid/Test sets
    • Lab: Metrics and Evaluation
    • Lab: Optimization and Gradient Descent
    • Lab: Feature Space and the Curse of Dimensionality
    • Lab: Data Encoding
    • Lab: Feature Selection
    • Lab: Tensorflow Datasets

  • Algorithms

    • Lab: K-Nearest Neighbors
    • Lab: Linear Regression
    • Lab: Logistic Regression
    • Lab: Decision Trees
    • Lab: Gradient Boosting

  • Time-Series Forecasting

    • Atmospheric CO2-level Prediction with Prophet

• Deep Learning

  • Basics
    • Lab: Deep Learning Basics with Keras
    • NLP
    • Computer Vision
    • Recommender Systems
    • Challenges