• Welcome!
Total books
Book Detail
Download Labs for Foundations of Applied Mathematics Volume III: Modeling with Uncertainty and Data free book as pdf format

Labs for Foundations of Applied Mathematics Volume III: Modeling with Uncertainty and Data

This lab manual is designed to accompany the textbook Foundations of Applied Mathematics by Humpherys and Jarvis. This link for educational purpose only. Please remove file from your computer after familiarization.

This lab manual is designed to accompany the textbook Foundations of Applied Mathematics by Humpherys and Jarvis.

Contents:

  • SQL
  • Intro to pandas
  • State Machines
  • Web Scraping
  • Web Technologies
  • Introduction to Parallel Programming
  • Collective Communication in Parallel Programs
  • MongoDB
  • Principal Component Analysis
  • Latent Semantic Indexing
  • Kalman Filter
  • Projectile Tracking
  • HMM State Estimation
  • English Language
  • HMM Parameter Estimation
  • Russian Alphabet
  • CDHMM Generation
  • Speech Recognition
  • Bayesian Updates
  • Bayesian Search
  • Metropolis Algorithm
  • Ising Model
  • Gibbs Sampling
  • Latent Dirichlet Allocation
  • K-Means Clustering
  • Gaussian Mixture Models
  • Crime Mapping
  • Classification Trees
  • Random Forests
  • K-Nearest Neighbors and Support Vector Machines
  • Image Recognition Tasks

Book year:

Book pages: 239

Book language: en

File size: 2.35 MB

File type: pdf

Published: 21 May 2022 - 13:00