YoVDO

Learn Machine Learning 101 Class Bootcamp Course NYC

Offered By: Udemy

Tags

Machine Learning Courses Python Courses Supervised Learning Courses Unsupervised Learning Courses scikit-learn Courses Regression Models Courses Classification Models Courses Cross-Validation Courses

Course Description

Overview

Machine Learning 101 Class Bootcamp Course Intro to AI

What you'll learn:
  • Learn Terms used in Machine Learning in Python 312 285 6886
  • Learn the Basics of Model building without math or programming knowledge
  • Entry point to Data Science, Machine Learning Career in NYC New York

Machine Learning 101 Class Bootcamp Course NYC

  1. Python Scikit-learn Library

  2. Supervised vs Unsupervised Learning

  3. Regression vs Classification models

  4. Categorical vs Continuous feature spaces

  5. Modeling Fundamentals: Test-train split, Cross validation(CV), Bias–variance tradeoff, Precision and Recall, Ensemble models

  6. Interpreting Results of Regression and Classification Models (Hands On)

  7. Parameters and Hyper Parameters

  8. SVM, K-Nearest Neighbor, Neural Networks

  9. Dimension Reduction

Hands on:

  1. Understanding and Interpreting results of Regression and Logistic Regression using Google Spreadsheets and Python

  2. Calculating R-Square, MSE, Logit manually in excel for enhanced understanding (Multiple Regression)

  3. Understanding features of Popular Datasets: Titanic, Iris (Scikit) and Housing Prices

  4. Running Logistic Regression on Titanic Data Set

  5. Running Regression, Logistic Regression, SVM and Random Forest on Iris Dataset



Taught by

Shivgan Joshi

Related Courses

How to Win a Data Science Competition: Learn from Top Kagglers
Higher School of Economics via Coursera
Data Science: Machine Learning
Harvard University via edX
Visual Machine Learning with Yellowbrick
Coursera Project Network via Coursera
Regression Analysis with Yellowbrick
Coursera Project Network via Coursera
Support Vector Machines in Python, From Start to Finish
Coursera Project Network via Coursera