138 тысяч подписчиков
408 видео
Machine Learning: Multiclass Classification
Understanding Word2Vec
Dirichlet Process Mixture Models and Gibbs Sampling
Machine Learning: Variational Inference
Computational Linguistics I: Python and Probability
Continuous Distributions: Beta and Dirichlet Distributions
Topic Models
Introduction to Computational Linguistics
Topic Models: Introduction
Topic Models: Gibbs Sampling (13c)
Linear Perceptron Example
Machine Learning: Ranking
How a Computer knows a Sentence is Grammatical: Context Free Grammars [Lecture]
Pytorch Introduction (pointer to Python Engineer)
Python Classes (01d)
Support Vector Machines: Kernel Methods
Information Retrieval: Introduction
Bad Visualizations (07c)
Digging into Data: Processing and Visualizing Data
How do you get a computer (BERT) to read a Wikipedia to answer a question? [Lecture]
[Research, NeurIPS 2021] Is Topic Model Evaluation Broken? The Incoherence of Coherence
Paper Read Aloud: What QA Can Learn from Trivia Nerds
Quick Python Review: File IO, Control Flow
Computational Linguistics I: Lexical Semantics
Digging into Data: Supervised Classification with Logistic Regression and Naive Bayes
Support Vector Machines: Slack Variables
Clustering and K-Means Algorithm
The most common LaTeX errors that will get your submitted paper rejected
What is Machine Learning / KNN Example
[Lecture] What data do you use to train a computer to answer questions?
Item Response Theory: The Math Behind Standardized Tests [Lecture]
How do computers know what "it" means: The problem of "coref"
A Discriminative Topic Model using Document Network Structure
The Grammar of Graphics / plotnine (07a)
Where can (and should) you publish your natural language processing research? (w/ Philip Resnik)
Machine Learning: Feature Engineering
Using DSPy for Prompt Optimization in Python: Example of Calibrating Quiz Bowl Questions [Lecture]
Natural Language Processing: Introduction to the Course
Deep Learning Frameworks: Computation Graphs
