Leah's Notes

Summary

This repository contains all of the assignments completed by Leah for the Lighthouse Labs Data Science Bootcamp.

Table of Contents

• Week 1

  1. Bash Exercise
  2. SQL Exercises
  3. PostGres Exercise
  4. Sets and Collections Exercise
  5. Time and Date Exercise
  6. Mini-Project 1 - API
  7. Python Programming Challenge

• Week 2

  1. Pandas Exercises
  2. Regex Exercise
  3. Hypothesis Testing
  4. Data Wrangling Challenge
  5. Mini-Project 2 - SQL

• Week 3

  1. Data Prep Exercise
  2. Eigen Decomposition Exercise
  3. Matrix Decomposition Exercise
  4. Feature Engineering Exercise
  5. Plotting and Maps Exercises

• Week 4

  1. Classes Exercise
  2. PCA Exercise
  3. Mini-Project 3 - own repo on github

• Week 5

  1. Ensemble Challenge
  2. Grid Search
  3. Logistic Regression
  4. Model Evaluation
  5. Supervised Learning Challenge

• Week 6

  Week 6 was a group Midterm Project, this is it's own Github Repo

• Week 7

  1. Calculator Class (flask)
  2. Hyperparameter Tuning Exercise
  3. Pipelines Challenge
  4. PySpark Exercise
  5. Mini-Project 4 - create Loan Prediction model and deploy

• Week 8

  1. Active Learning Exercise
  2. Image Challenge
  3. Sentiment Analysis
  4. Topic Modelling
  5. Twitter Sentiment Analysis

• Week 9

  1. Quora Mini-Project (NLP)
  2. Time Series Challenge