YoVDO

Text Analytics Crash Course with R

Offered By: Data Science Dojo via YouTube

Tags

R Programming Courses Big Data Courses Data Analysis Courses Data Visualization Courses Machine Learning Courses Data Processing Courses Model Optimization Courses TF-IDF Courses

Course Description

Overview

Dive into a comprehensive 6-hour crash course on Text Analytics using R. Learn to handle big data, process information through various stages, implement machine learning models, optimize performance, and visualize results. Master fundamental concepts of text analytics, explore data pipelines, and build your first model. Delve into advanced topics like TF-IDF, N-grams, Vector Space Models, Latent Semantic Analysis, and Singular Value Decomposition. Gain practical skills in applying SVD with R, evaluating model metrics, and understanding cosine similarity. Conclude with pre-processing test data and model optimization techniques. Equip yourself with the tools to transform unstructured text into valuable insights across various industries.

Syllabus

– Overview
– Text Analytics Fundamentals
– Data Pipelines
– Building Our First Model
– TF-IDF
– N-grams
– VSM, LSA & SVD
– SVD with R
– Model Metrics
- Cosine Similarity
– Pre-Processing Our Test Data
- Model Optimization | Series Conclusion


Taught by

Data Science Dojo

Related Courses

Coding the Matrix: Linear Algebra through Computer Science Applications
Brown University via Coursera
كيف تفكر الآلات - مقدمة في تقنيات الحوسبة
King Fahd University of Petroleum and Minerals via Rwaq (رواق)
Datascience et Analyse situationnelle : dans les coulisses du Big Data
IONIS via IONIS
Data Lakes for Big Data
EdCast
統計学Ⅰ:データ分析の基礎 (ga014)
University of Tokyo via gacco